{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy import signal \n",
    "import matplotlib.pyplot as plt\n",
    "from potes1DCNN import heartnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "##initialize parameters of heartnet\n",
    "bn_momentum = 0.99\n",
    "random_seed = 1\n",
    "eps= 1.1e-5\n",
    "bias=False\n",
    "l2_reg=0.\n",
    "l2_reg_dense=0.\n",
    "kernel_size=5\n",
    "maxnorm=10000.\n",
    "dropout_rate=0.5\n",
    "dropout_rate_dense=0.\n",
    "padding='valid'\n",
    "activation_function='relu'\n",
    "subsam=2\n",
    "\n",
    "lr=0.0007\n",
    "lr_decay=1e-8\n",
    "\n",
    "load_path='/media/taufiq/Data/heart_sound/models/fold0 2017-12-27 13:12:34.499110/weights.0022-0.7631.hdf5'\n",
    "#load_path='/media/taufiq/Data/heart_sound/models/fold2 2017-12-26 15:20:36.867116/weights.0187-0.8527.hdf5'\n",
    "#load_path='/media/taufiq/Data/heart_sound/remoteIICTweights/fold1 2017-12-20 15:26:47.011204/weights.0091-0.8898.hdf5'\n",
    "fs = 2000\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_45 (InputLayer)            (None, 2500, 1)       0                                            \n",
      "____________________________________________________________________________________________________\n",
      "input_46 (InputLayer)            (None, 2500, 1)       0                                            \n",
      "____________________________________________________________________________________________________\n",
      "input_47 (InputLayer)            (None, 2500, 1)       0                                            \n",
      "____________________________________________________________________________________________________\n",
      "input_48 (InputLayer)            (None, 2500, 1)       0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_89 (Conv1D)               (None, 2485, 8)       128         input_45[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_91 (Conv1D)               (None, 2485, 8)       128         input_46[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_93 (Conv1D)               (None, 2485, 8)       128         input_47[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_95 (Conv1D)               (None, 2485, 8)       128         input_48[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_89 (BatchNor (None, 2485, 8)       32          conv1d_89[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_91 (BatchNor (None, 2485, 8)       32          conv1d_91[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_93 (BatchNor (None, 2485, 8)       32          conv1d_93[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_95 (BatchNor (None, 2485, 8)       32          conv1d_95[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_89 (Activation)       (None, 2485, 8)       0           batch_normalization_89[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_91 (Activation)       (None, 2485, 8)       0           batch_normalization_91[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_93 (Activation)       (None, 2485, 8)       0           batch_normalization_93[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_95 (Activation)       (None, 2485, 8)       0           batch_normalization_95[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "dropout_100 (Dropout)            (None, 2485, 8)       0           activation_89[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dropout_102 (Dropout)            (None, 2485, 8)       0           activation_91[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dropout_104 (Dropout)            (None, 2485, 8)       0           activation_93[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dropout_106 (Dropout)            (None, 2485, 8)       0           activation_95[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_89 (MaxPooling1D)  (None, 1242, 8)       0           dropout_100[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_91 (MaxPooling1D)  (None, 1242, 8)       0           dropout_102[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_93 (MaxPooling1D)  (None, 1242, 8)       0           dropout_104[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_95 (MaxPooling1D)  (None, 1242, 8)       0           dropout_106[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_90 (Conv1D)               (None, 1227, 4)       512         max_pooling1d_89[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_92 (Conv1D)               (None, 1227, 4)       512         max_pooling1d_91[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_94 (Conv1D)               (None, 1227, 4)       512         max_pooling1d_93[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "conv1d_96 (Conv1D)               (None, 1227, 4)       512         max_pooling1d_95[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_90 (BatchNor (None, 1227, 4)       16          conv1d_90[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_92 (BatchNor (None, 1227, 4)       16          conv1d_92[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_94 (BatchNor (None, 1227, 4)       16          conv1d_94[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_96 (BatchNor (None, 1227, 4)       16          conv1d_96[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_90 (Activation)       (None, 1227, 4)       0           batch_normalization_90[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_92 (Activation)       (None, 1227, 4)       0           batch_normalization_92[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_94 (Activation)       (None, 1227, 4)       0           batch_normalization_94[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_96 (Activation)       (None, 1227, 4)       0           batch_normalization_96[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "dropout_101 (Dropout)            (None, 1227, 4)       0           activation_90[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dropout_103 (Dropout)            (None, 1227, 4)       0           activation_92[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dropout_105 (Dropout)            (None, 1227, 4)       0           activation_94[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dropout_107 (Dropout)            (None, 1227, 4)       0           activation_96[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_90 (MaxPooling1D)  (None, 613, 4)        0           dropout_101[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_92 (MaxPooling1D)  (None, 613, 4)        0           dropout_103[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_94 (MaxPooling1D)  (None, 613, 4)        0           dropout_105[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling1d_96 (MaxPooling1D)  (None, 613, 4)        0           dropout_107[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "flatten_45 (Flatten)             (None, 2452)          0           max_pooling1d_90[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "flatten_46 (Flatten)             (None, 2452)          0           max_pooling1d_92[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "flatten_47 (Flatten)             (None, 2452)          0           max_pooling1d_94[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "flatten_48 (Flatten)             (None, 2452)          0           max_pooling1d_96[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "concatenate_12 (Concatenate)     (None, 9808)          0           flatten_45[0][0]                 \n",
      "                                                                   flatten_46[0][0]                 \n",
      "                                                                   flatten_47[0][0]                 \n",
      "                                                                   flatten_48[0][0]                 \n",
      "____________________________________________________________________________________________________\n",
      "dense_23 (Dense)                 (None, 20)            196160      concatenate_12[0][0]             \n",
      "____________________________________________________________________________________________________\n",
      "dropout_108 (Dropout)            (None, 20)            0           dense_23[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "dense_24 (Dense)                 (None, 1)             21          dropout_108[0][0]                \n",
      "====================================================================================================\n",
      "Total params: 198,933\n",
      "Trainable params: 198,837\n",
      "Non-trainable params: 96\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# create heartnet with load path specified\n",
    "\n",
    "model = heartnet(activation_function,bn_momentum,bias,dropout_rate,dropout_rate_dense,eps,kernel_size,l2_reg,l2_reg_dense,load_path,lr,lr_decay,maxnorm,padding,random_seed,subsam)\n",
    "# model.summary()\n",
    "weights = model.get_weights()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f17f18c3bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f17f17c6290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4w2w6YixM7G2J4t/TPHRmhuNTM4PDBmQcQe5T5D1plmpwOYNnj06v/tNLNzhw5Nmnk+o/hZyD0aVEl6DFpqIG32uxZ12X6FKi6Ub60eKGhEs5alxU04lqkrCmG1MuMSXQ5/Nj2bjaUAiDwqP6cLmHYjMuFXCeCLXqvRSGAkyJBCjVIuRJSBcWPKqLLEcaOVYXs4G7w6CH+glFevHbo3gz3QQmF2AtzMHttA0oBLfDgttmQVHOz1RCX18fO3bsYOfOnfT19eFyuZg7dy5Tp04lOzt72NesqgiS4mwkxdkoSnNzaeHQaaNef4Sdjd1squnk7ap2vvf6Qb73+kFm5SexbGYuN1+Sg9NmLBZ7PB7Ky8uZP38+mzdv5p133uGxxx4bCFPVs19U7mn1s+LJPTQffA6pd3Fw6m2s9cXzw2VTKLF08stf/gKv10tSUhJZWVnouk6Dz4c/t4jdDW9RMuUmxH4vVXqQr/xtNz9bXErnH/ejdYdQk+wgIbC7A+/mZlLvnYSaYB9ZkC2PGz/LvzI03OaCS/8V3vo6tO5j//5jNFdXce2nv0D+1BnkTZrKoc0b2PjCcxTNnjfiqGJT8yY8Ng8z040ZjIU5C9m84226flzJZyIwsyyNwsvHcdsTm1l1oI2bpmeP2l6+9U8SUZwkXnb3qGnOB/8Ujotmz54tz8YoYGVjDx9+bMN7INEHG2MDlUAVAiGMTkoRAkWAMnBvPA/EKQwJV4RAVQRCCNRYnBACq2JMs1gtysC9RRV0dbSTl52FJTYNY7MoWI6nVcWQaRqLquC0qjisKk6bGrsfKUxFHaFj13WdSH0r/sojhGvaibQF0YNWhDUZoVoBkOF+UHqx5biIu7QY19yJKGN9wZ4mzc3NbNq0ib1796LrOkVFRcycOZPS0lIslvP33dfU7efVymZe2tnEoVYviS4rd8/L5975+aTHD52C6+3tZcWKFRw4cIDMzEyWLVtGWtopDZIOoaKiguy4Mir+r4qwfwuhvnU0T7qWF4MF/OSWKdDwLpWVleTl5XHVVVeRn58/0AlHo1H+/uwz7KmpI8ETT1zLJUTsdl6Pevm11Y3VZSXptlIcRYnGwv7eDrr/Wo2aZCf9U9NRHCe1W8gLP5kIE5bAsqeGC+vvgh+XEZl2F797oxNPShp3fPdHA/JUvvU6q576FXd//2dkFBYPySqlZOmLS5mUMomfLv4pAL6wj03ff5EcLZvmsIVih43sL89l9g/X8KFJGfzwlukjtpm3agPPfOtbZKW7uflnfzuj9j6OEGKHlHL2qdJdlCOK94sJGR5WfG4RANu2bWfunDnA0N1vQ3bBnhQ6cjoxQtjgdMPzclK6sylDDLsZO93p1jGkvGG7eUdWBhdiAc5YDJ32vtSlKAr28VnYx2cNCdf8Qfxb9uOvbCDS7EcPuYi0JtPz9y66X3gLoXZjL0og/rpZ2PPST7s+Xdeprq5m06ZN1NXVYbVamTNnDvPmzSM5Ofl8vx4AuUkuPlVexCevKGRbXTdPra/hsYrDPLG+hgcWFPCv5cUkuAylmJCQwG233caBAwd49dVXefzxx1m6dCmzZs06rb+FSFjj6FadfTX7SckO0tyxEX/2JF7w5/ONpQW0bV9Bc3Mz5eXlXH755SgnLRRbLBZuvvs+mv/jM3QisOZW4zxUzI/jXbTrOhM/OQ1HsjFcFELgmpqG4rTQ8bu99L5WS9KykqECHVoBoT6Y9cDIAruSYeIN7KjYgLc7nes/96Uh71k6/3LW/v4JDm5cN0xRtAfaOeY7xr2T7z0hf4tGWWA8v8uqoLprPt8PqoQPdjGnIJkttV0E+sNY7CpW29CR2p6//4GAZmXBw/91yjY+Vz7QisJpUwd2R7R4FEozL46dLyb/mKguB57FM/EsPrEpInCwHu/bewnV9KCHPIRq3bQ/VoUMv4M1SyXh+ktwTho3YnmaprFnzx7Wr19PZ2cn8fHxXHPNNcycOROn0zlinvONEIK545OZOz6Z2g4fv1hdzRPra3h+WyOfubKY+xYUYI2NlCZOnEhubi4vv/wyy5cvp7q6mptuumlMPxNdzT7efHIvPcfgkg/lcmTLY0RVO89a5vLZSxNp3/YamqZxxx13UFpaOmo5iqqy6LobeOMvz9MhBGXJDuzRIh7WvDx0qI17Ls0fkt5RnIR7YS7edU24ZqZjH39iDax29Z9ZXz+X/u/8koLpG7ni7o/jTh46Vecbdw1bXzxG8eQScssmDy3b7SanbBJ1le9yxd0fHxJ3sOug0VbJEwfCAns70YXOG3GrmZ60FPWYxF/Zzqz8RNjexe+++A4Wm8Jlt5QwaWEWfX19JCQkUH2oiZwkQcakWaO2y/niA60oTEzea5xl+TjLjE5K1zR8G/bgXX+QSKsg0pFC5zP1yMgO7IVOEm+eiy07eUBBrFu3jq6uLjIyMli2bBmTJk06p/n/c2V8ahw/uW0GDy4q5AcrDvLd1w7wwo4mvvfRqcwcZyxkezwe7rrrLrZs2cKqVav49a9/zUc/+lEKCwuHlCWl5OCmFtY9X4XVrpJ/hcDpqqKt7ggr0q/hrolW+navJiUlhdtvv53U1NRTyjdp0ZWse/ZpUhQPh9R6hDeVsox4frX2MLfOzh12IC/+6nH4d7bR91Y9aQ8bo9GazRW8vMlPUmI8RdPnUbV5PfW7d3LT579K7qQpA3nXbzuKJhUWlWgjylIwfRbrnn2a/q4OPMknZN/fuR+BoDT5hNILHuykKyOE19pJaS443En4K9tJtycyI2whdXoKzoik4rmDbNr7Fkfb6iidMIH2fsGl085siu9suShNeJiY/DOiqCqey2eQ9V+3M+7nt5F6Xy5qwlFkOES4MY7m/61kzdee4heP/oSXX34Zm83Gbbfdxic+8QmmTp16QZXEYCZlx/PMx+fy+D2z6PFHWPbrjXzt5T30BoyDLoqiMH/+fB588EEcDgfPPPMMK1euJBo1doYFfRFWPrWPNc8cIGN8PLd9bS6OpCBrnvsjjc5cFhS60Rp2MmHCBB588MHTUhIAVoeDSfMWs9A7CatiodZzhMsUJ829QZZXNg9Lr9hUPJfnEqrpJVTfR9Dn5c0nfkmq3cfdX/x3lv7r57j7+z/D4Ynnr9/9GnvWrASgZuc29q2rYGaRneS2dSPKkj/tEgAa9+0ZEn6w6yD58fnEWY1RluaLEG0L0J1qTOO53O3YixKRIY3o9k7qLRqBafFc/8g0PIUhjrbVkZmeTdWhQ0TiU8gsHn2UdT4xRxQmJhcI56QinJOK0DSNbS+8yoZ9e+lXoqT4PVwdKqbMOY6kwpJhc/IXC0smZ3JZcSo/XlnFHzbWsXJfK9+6aTJLp2QihCArK4uHH36YlStXsnHjRg4fPszsyZex/w0vgb4wl36kkEs+lI+iCLas3YCqKMQX5aP2NVG+eDGLFi0643cvdc5BF34mjctnZ/1huo82Mjk7iWc217Ns1vDzHnHzMulbVY9vczMH2IrfF+Sjpc1YC40zEik5edz53R/x2v/+kJWP/5wD71TQXF1FWkEhC64thVVfNbbSJhUMKTd1XD5Wu4Pm6iomLVo8EF7VVcXk1BNTVeGGPgCOOuPAC4q9A1u+MQUeF9bYmwBqqxdVVRAZnahH7MS3T8VnbcaXmkX6pLln1D5ny8X5F2hi8gFASsmhQ4d4/PHHWXFgF3HZqXzs+hv4WGI2ef0QPCA49rU1tD9RgeY7tbmNC4HbbuEbN07m5UcuI9Vt51PPvstDz+zgWI9xEtxms3HDDTew7OaP0dvl4/W1L9Fi30bZR6xkTbPR3t7Gj57+G5rmI1hQRqLbwf33388VV1xxxkoi2hOCQyEawgeRXfW4XHH44hr4cEIClY097G7qGZZHsam4ZqTh39vBvlWrKUr0kTFlHignRm+OODc3f+kbzP3Ix/B2dVA0ex7LvvItrKVXGwmOrB1erqKSWVRCy+GqgbCIFuGY7xjjE8YPhIXr+0ER7AyqoNvoCjWjJtiJKoIUp4orx0Vth5dgMEhtXQ0TyybT3RzA2R1EtztpDLvOqI3OFnNEYWJyAWhqauKtt96ivr6epKQkbrnlFiZNmmR0jnNmo4fDdP3fa/i2dBKqKeXYN9fhmuEh6ZbZKPaLYwpqMNNyE3nl05fxuw21/OStQ1zzk7f57NUl3D0vn/od7Wx7qYt430ySpvvpDNXx9sZVvL3xRH5hdzJ/3jwWX3XVWRsi9K437DFFJyjUb3qX+Q/+G6vXrMXS2oHLpvJ/m+v54S2Jw/LFzc7Et6WFVD2bWYlroOi+YWkUVWXRHfex6I5BcTIRPNlQUwGzh++QyiwpZcfyl4mGw1hsNhq9jehSZ5znxOaFSLMXa7qLfe1enInpNPU3EY3odIc10uJt5KU42VrbRUNDA1JKZl46hVaXZPMLfuwFdipWbiO3P4f48pE3RJwvTEVhYvI+0tHRwerVqzlw4ABxcXFcd911zJw5c9gZCMVmI/XjN5NyT4Su55fjXddGYM8kArvX4Lkqj/irSwdZGr44sKgKD19exLVTsvj6y3v4898P0faXOpKigoTcOG78txmk5Xno9oV4adNBXtl8kLC3l/Lm1aQXlrDk2mvPum7NF8G3tQXX9DTyS53sqPg76U47iqLS5q3lpslzeG1PC9/+8BQc1qGK1prrJiQCFCSUkevqhcLFo9RyEkJAYTkcegN0HU4aAWUWFqNrUTqbGsgoLKamrQZP2EOe54R1okirH1t+PHX7W8lPz6Sxv5HW2j56opLUoMa4RAd/7w1wpKYGVVXJy8sjP0/BWjGHXmllfegAr+5Yw13l9591250OpqIwMXkf8Hq9rF27lnfffRer1TpwitluH+VkcAxhtZJyz80kfdRH+2/+TLBK0L/GgW9TEyn3z8GeP7Zpk/cbqUu0Jj83dqi0+OwE7IJX7EGq+gP84KmN2CwKXbFptOm5OdztaqK1IUT2rHOba/dtbkZGdDxX5OJJVFFUC62HDjCxbBL79u5jplB5PhSloqqdpVMyh+QN+Xw09B2gyDMNGT8ekZQ/Si0jUHgFVD4HrXsha+g5npQ8o5yOxnqCqpUNf97Ah6If4simI8z48Az0kIbWEyI0zUYwopPtzmVP3x6OHurGq0uELim029AlHK6pIzc3F6vVind7C5mOfPq8W3Fbi+A8GmccDVNRmJi8h0SjUTZv3sy6deuIRqPMmTOHyy+/HLfbfUblKHFxZHzh44Qam2j9wTPowWm0/aoS52Q3ybdMRYkdfrtQREIaBzc1s3ttEz2tftxJdsrvKqVsQRZ3eUOsPtDG4TYvYU0nJ9HJwuJUitw6T336R0xZfDVW99lbe5WaxLulGfuEJKyZxm6i7All1O/ZRfkj/8G+/Xvoaawh1e3mlcqjwxRFzc5tNHmrKPHMJOS5kTM6oVJgHNildt0wRZGUmY1qsdBSX8vObTuRdslR11HYCbOmzyJbNTr4NrsxMixMzGN7d4iGqnbiUpwQiJCPgoJOV0cbZfONBfa+dY30hNtIztrB577wR8KBkbfonk8+0Iqiu/ko6559GoCOjk56t28Y5kzoxAnlkxz9HC9ksOOfQYgzSn9SnQNxJ52sHihr7PTETksLoSCEQCiKccXMYAzcK8qQNMTilUHpEQpCEQihGPPnMedKx58VVUWxWFBUC4qqoKgWVNX4olMs6olniwVFUQfCFFVFtVix2KwoquWiMad8vpBScvDgQVauXEl3dzcTJkzgQx/60Glv9RwNe14ueb/8Cr0vL6f7r+sIyIU0V28k+e6pOEvfm1PaY9HfFWRPRRP73zlGyB8lPd/DNf8yiaKZ6aixg3hZCU7uvnT4V/rGvz6HFo0y6/qPsPvQ4bOWIVjVhd4Xxv3hE5ZWx02ZzsYXniMlMQGnzU27t4EbZ13Jszub8IaiuAdZyG3Ys4t+Sw+CICE588wURUIOJBdC3XpY8OkhUYqqkpyTR1V9E14NOqZ14LV4iauKY/PmzdxYbExx1WFYDJ6Qkgc1gs5GP5mzMmF/BykhSYIIInWdzMxMIh0B9LYgNf27KStLxWJVsVjf+zWrD7Si0CIReltbkEDI66UnagyJT7Z/NcQHBCMZ3BvBnwQnjPWd8PvAkPSnk2f0TZ6dAAAgAElEQVS0Ok8pY8zPhR7zLyGlHvMXYTzruj5YoAuKEAqqzYrFZsditWKx2Yx7mw2L1RZ7tqFabdicTmwOJzanC7vLhdXhxO5y0dtQy9GD6dhcLuxOFw6PB6vdcUEUUEtLCytWrKCuro60tDTuvvtuiouLT53xNBFCkHjzjcTNn8Oxr/4/dMeldD6t4JqTRuKNJSi2977jaKntpXJ1I0febQcpKbwkjelXjSOzMP602jwaiVD51uuMnzGL5OxcOAdF4dvaguKx4Sg7oSjHTZnOxr8+S9P+PUwonkjlvm3MtKs8HdVZf6ida6ca5leklNTvrSRvXCq20AFCfWfhamD85bD3b6BFQR3apSbnjqOuo4+S0jJ2Kjspii9i8uTJ7NixA597JqiCg6EQNlWhNC0HTygZLSRJHh+PUteDzRshWfgByMzMJHjAMGJ61F/NJYnvzxkK+IAritRxBdz76C+B0R2n/DNzXJkcVyRSl0hdH1AmcpBikboeizuRVtc19KiGrkXRNQ1d09C06JCwk5+NK4oW1dCjEaKRCFokTCQcJhoOEw2H0CIRouFQ7DlM0Ocl2m3ERYJBQgE/0VBo2Pscfu3FIc+qxYLTE29c8fE43Cfu4xKScCenDFyuhAQU5dw62MHrEA6Hg+uuu45Zs2a9ZwflrJmZjHvyR7T/+nG8FfuBqwlV95By7xRs2Wc2tXU66JpOza4OKlc30FLTh82hMv3KXKaW5xKfemYmRao2rsPf28PM6z58TjJFe4IEq7rwlOcNMRueWVyCarVy7NBB5l15HZX7t+FtPEKC086qA20DiqK7+Rjezg7GlTqxd+ynr/MSNG8Y1X0GO68KFsGO30NLJeQMNacR9SSid/m4ZPp0frH7F8zPnk/ZuDK2bt1K47FGcpISqOsMkJfsJDMunRRfDgCpuR5EmgvZGSTLFkQKlZSUFLqOHEB3RfFH+7C7k2n94aNYc7JJvuuuc2rHU/GBVhQfdIyppeMTWRfflsux0DWNcDBAOBAgHPCzecMGpkwsIxzwE/L7CXr7CfT3Eeg//rOPjoY6Av19BL1eY4Q1CKEoxCUayiMhLYOEjEwSM7JIzMgkISMLT3LKqF7LotEoW7ZsYd26dUQiEebOnUt5efl5s8cU0SP4I34C0cDANfjZvzQbR2IXBU//Ate0e2j55Q7qF/rpLo1gVazEWeMGLrfVTaozFYdldCdMJxMORjmwsZnK1Y30dwaJT3Ww8NYSJi7Iwnay5dXTQErJzhWvkpyTN3CC+Wzx72wDCXFzhq47qBYr6QWFtByuovyef8GheGhqraW8bBFrq9rQdImqCJoO7AUgz9KEPS0JjkG4rg/nlFSi7e3IaBRLZubYo6SBdYr1wxTFsX4/IhzCZZP4Ij7SXenk5uYihOBodwvjUtOp6+ymICWOFGcKqf4cEJLknDj6U50ED3WTpgaIWDwoikL4qJeww3AH6319O6FVW0m+796TJTrvmIrC5B8SRVVxxLlxxBlfzu7MWgqmn960ga5r+Ht78XV30d/ViXfQ1d/VQWvNYaq3bkTXTiwSqlYrSVk5pOblG9e4AlJyx9Hc1c1bb71FV1cX44vGM798Ps4EJw2BBgL9AfxRP4FI7Ofxjv34/UnhwxRALC6qn55TpJzrJP/18nfIKX2I8evK2L97HY9nvEBEGZ4/wZ5AmjONzLhMChMKKU4spiixiOLEYlxW4xCXrzfE7rVN7Ft3lJA/SlZRAgtvKaFgeuo5+dVoqz1Ca81hrvz4J895ajBQ2Y4tPx5L8nDFl1Vcyu7Vb6JFo+Sk53OkeR+X53n4+65j7GzoZnZBMm21h7G74kjyboMJN0CLIHi4nY5ffQPvmjUAOGfOJOdHj2LNHsUvhCcDUkuNdYqFnzvxnm1ttHV1Y+tup6HROHiX4crAZrORlZVF87EO1EQHdXU+LitOxapYyQzlE/UEsNpULGlOtB0tuJ0+ukU6Wl8YvT9MINmYfgqs2UbKvfeQ8ZWvjCjW+cRUFCb/EEgpkUg0qcUcGZ34qekavdFemr3NRPQIET1CVI8OvddGCfdEiMRFiOboRHQ3Ec1OUEshFCkk1N1HpKsP2e1H9ATo7j7K0V312DdINLuTUEYeWlw8etRPq6xia/PrPPbGTwjYT+3O1KbYcFldOC3OgctldZHmSjPuLcPjxnq2KsauJ21ZB97PfBnZU8/1xUu41nUVvTc58NoMJdQX7qM90E6bv41Wfystvha2tWwjpBlTeapQmWVdwLRj5VhrUpE6FM1IY8Y148gsPD9bcfdWvIVqtTLxsvJzKifS6iPS4ifxwyO7C80qKeXdN16ho7GeskmlHGnZS3xvG6oiWFvVxuyCZFprj5Cel4sIrIDsyVjTHfSv3oH/nXdIfeQRFJeLjt/8hvp77mX8iy+gJg4/sAfA+EWw60+gRSDmk2Tbtm2oqoq1t4PWpjoA0l2GefmcrBx2HX2XgEslGNEpSDV2ayUG0/G7jRPk1lQnQSKoMkJHxE74qDGS6I8ewyo1FCFIefDBc2rD0+UDrSga+hr46Q7DeUhbexsvr315yCLxgOe4oW7nRo074S1ueBkje64bo66R0p+qrpG87p1tXadoh9OpS8b+03UdHR1dDr1G6vQHfiLRdM1IG8t7Sl48dZLTwapYcVgcOFQHDqcDh8eBc7wTuyUJp+4koS4ea6sNISQ2pQdbVysJ7ToTdKMTsCZ58BSPI3lCMRkTS0lMSR/S+TssDizKe/RPLy4T7dnnaPzUvxLY9jjOeQ+T+rxC2QPTsGaPbO5b0zUa+xvZXXmEhvVeRKOHqBJmT9o6DuZuYlpRGRF5NVdGrhwwZne2RMNhDrxTQcncBTjOcIvwyfgr20GAc8rIO8mySozF3ubqKibPv4rXV1morznCjLwiNhzu5PNXRWmvr2XG3KnQBWRMIdJ6CGFNJefnP8dTfgUArtmzqLv7Hpq/+S1yf/bTkYUZfzlsewqOvgvj5hEMBqmsrGTy5Mm0H62mu+UYZEKmy5giS3ElEhEa9VEvAAUpLqQucfkTOJpqTIdZ0pz0xhaym0MWwk1eENAbaMIW1XDNmI41/fT9mpwLH2hFEdJC1PXVAeCL+gj0G/ZpxCBvPSec/wwPG3geIW5IGSdvazUeTlnXyfWMVJdADNnSO1L9Z1zXaaQf7V1PzqsI5cRFbEstypBwVagxJ0jq0PQnxZ2cRhUqAoGqqNQermVy2WQsigWrasWqGJdFsQzcD34eCFetWISRx6JYsAgL6giL2tFolK1bt/L2228TDoeZM3cO5eXluFzGNE0kHKKttoaWw1U0HdhH0/49dG3bx2EgOSePwplzKJo9j5QJZee8aH4q1Ph48h5/nMYHH8T39v/DffWXaPtVJSl3TcQxYahfa13TqXm3g51vtdPeIHB5kpl6Yy4TFqZx0J/EmgY7qxpWsaZxDU6Lk+vGX8fHJnyMSSmTzmraqHrbJkI+H1MWX3NO7yilJFBpWFpVPSMvPMenZeCMT6Dl8CFmfOg63CKdls5GFlw6m8cqaqg/UoMWiZARF4Qu8DdHCb67Fscl9+KccsLpm3P6dFI/9Uk6fv4L/NvuxBVzcDaE/Jhf7bp1MG4eO3fuJBwOc+mll7J+91aa2w1FkeYyzIInWw3Df7XeLgAKUuLw9YZRNAsdNsPSrSXFSa9iKIpOzY6voQ9LmhNvXTeWsI77+qvPqQ3PhA+0oihJKuGlD78EfDB3Pf0zUdFaQXlJ+Xkv97jhvpUrV9LZ2UlxcTFLliwZ5urTarOTUzqRnNKJzLr+I+i6RntdLQ37dlO/eyfvvv4K21/9G05PPIUz51K2YBHjps5AeY92RKnuOPKefIKGBz6O942vE3/z9+j4/V4SP1yMe16WsUC9IbZA3RUkMcNF+V2llM7LxBLbXjsvYR7zsubxpblfYnf7bv5W/Tder32dF6tfZEbaDB6a9hCLchadkcLYu/Yt4tMyGDf53LwRRo56iXYG8ZTnjZpGCEFmYTGttcbW26y0PA51HGNSfBRdwtbtuwHIUFogYRztv3kaRBCAcLMXy6CdXCkPPEDP83+m49e/ZtxIiiIuBZk5A//WYwR6qtl8aBN5eXlkZ2eTmJlN45YqEuwJA5sIknRjNNXY34VNdZKd6KSl2phyarU0IqVEWBT6nCGUqIJP2oke8+GekIRvpw+bpuG56spzasMz4QOtKExMxqKtrY0VK1ZQU1NDamoqd955JxMmTDitvIqiklFYTEZhMXNu/Cghv5+6yh0c3raZw9s2se/tVcQlJlF22eVMuvwq0gsKT13oGaJ6POQ9+QT1t99B//L/IvHOR+l56TANm5rZ2OAl5I+SXZLIotsnUDAlZVTbUYpQmJE+gxnpM/jinC/yypFX+MO+P/DI6keYmDyRh6Y9xFXjrkIRY1t77e/soGFvJfOX3THqDrLTxV/ZDqrAOXls8xUZhcXU7d5JJBRkwoQSDrVvQXYew2lVqT1QRZzDSZKvCn+4AP+WLaT955cJVkO01Q9TB7WB00nSXXfR/tOfEqquxl5SMqyuHvHv+DpSqOzeTK+1j+sXLwEgMTML4Y+QoZ6Q1RoQOKSVzv5uxqWkoCqC3nZjRqPT1kwgGsBlddFrDeDRXCSjoPgiWHPcBIJRUlQdW0HBObXhmWAqChOTk/D5fFRUVLB9+3bsdjtLly5lzpw553Qewu5yUTp/EaXzFxGNRKh9dxv7169h54rX2PHa38kqLmXG0huYcOlCLNbzZ47DkpRE3pNPUHn/F9izaQvp6VMY3+JjfpKN5E9NJask6dSFDMJj83DXxLu4dcKtLK9Zzm/3/pbPV3ye0qRSHpnxCOV55aOOMA5tfgekZOLCK874PaJ6lINdBznSc4SoFmXWznRcJYmnNF2SXliM1HXa62vJKsjEUhHPkSNHmFc4G9879YwvGI/oWkt3dRKK203y7R+j9Zf7iLT5h5WVeOvH6PjVr+j+0/Nk/vfXh8QFq7vx1abQbX2dHaqNAjJI2qXDLEjKMnZLpYdOuFrW+8J4FBfNfi/j8411n952PygSr72bnlAPdZs20xHsIlWLpyy2fd2SrBKSgjjP++shwlQUJiYxNE1j27ZtVFRUEAqFmD17NosXLx5YhzhfWKxWSuYtoGTeAgLefg6sX8uuN1/jjV/+mIpnnmLGh67jkmtvwuk+Nx/uui6prWynclU7zRM+hRoN4PLuw/6Ra0lYdxR1VQNaths17swVk1W1cnPJzdxUdBOv177Obyp/w7+t/TempEzhkUse4bLsy4YpjKqN60kvKCIpK+e06+kMdPLH/X/kL1V/oT9i7PqZ7C9invcLPOr/NWV7ZnHvpHuxqiO/Q8Z440R8a81hyhYWYQsl09ldx7yJDnp9bcSnFaEdi9K/6ygJH12G4nJhzXARaR2uKCxJSbivXEzfihVkfPUriEEWf/vWNFLj7uBtzU6y7OT6/FJCVT2Ej3lJzDAO9yUHT0xlad4wHmscaqiL8anHFUUAW6JACsnRY0d4+7Gf4i2bSZGeyeVYkAL81dvRVIX49LGNSZ5vTEVhYgIcOnSIN998k87OToqKiliyZAnp78OOEqfbw8xrb+KSJTdQv7eSnSteZdMLf2L78peZseR6Zl//EVwJo2zJHIX+riD7Nxzj4MZmvN0h44Dcx0rIatlM53d+CVN0ku+6na4/H6L9V7tIeWAK1jM8WX0cVVG5sehGrh1/La8eeZXfVP6GT636FDPSZvDpSz7NvKx5APS2tdB8uIpFd95/WuU2e5v5/b7f82L1i4S1MNfkX8M1BdcwKXkSypvd6Ed7iRbZ+Nm7P2PjsY38dPFPibcNNyzoSUnFlZBIa80RLllqI96Sjp86Un2N+GUUTej0NTiRkSiJtywDwJrhInioG6npQ057AyRcfz39b6zAt3kL7oWXARBq6mdd4zb2WhoZl5fL7dYq7Ef+k2b+iH/5GyTdfT0AtYe8/MdfK/l/y6ah9YWJs8XhCjVTkGJ8iHi7QzgTjS65fscOpM0GQpCgxzEHG71uC8G1qwCIzzy3j4gzxVQUJh9o2traWLlyJYcPHyYlJYU777yTkpKS991GlFAUCqZdQsG0S2hvqGPLS39h+yt/Y9eK5cy5aRmzb7gZq2P009RaVKduTwf73zlGw35jJ824icksvLWE8dPTUBSBlLlE9+2i41e/wjlzJmkPTaXzmX2Gsrh3EvaCsz8nYVEs3FxyMzcU3sBLh1/i8d2P8+DKB5mTOYdPz/g00c01AJTOXzhmOXW9dfx2729ZfmQ5ADcW3cjHp3ycgoQCwLAU23zwGM6Jafx0yc945cgrfGPjN/jsms/yxDVPDBtZCCHIGF90YkE7K5P2Hhu9zXVGu0W66Kt3YisswDFlivEuGXGgSaKdQazpQ0eTcYsWobjd9L3++oCiWPnam+y1NDJ31hyWXLcUVfkXqFmL409NBGpt9L/8ZXz2KClBhRd2NDE5O54l/WEsCS4sQpLjNv7WfD0hEgqN33FnVTX2hGR8QKI0ZDjmVkh8bQvkpeCMe3882x3HVBQmH0j8fj8VFRVs27YNm83GkiVLmDNnzjAHQheCtHEF3PDZ/6TrY3ey4fk/svGvz1K56g0W3nYPk6+4amAhWNd0mqq6qd7eRu2udkL+KHGJdmZfW8DEBVnD7C8JIcj8768T2F1J81e+wvhX/k76p2bQ8ft9tD+5h8QbC4mbl3VOStKqWrm19FY+XPxhXjj0Ak/ufpL7VtzH7VuKSR2XjSt1+OJzRIuwL7CPF1a/wLqmddhUG7eW3sr9k+8ny501JG3oSA+6L4JrurHr7Kaim1CFypfXf5mf7PgJX5r7pWHlZxQWU1dpLGin5HiwtiTR0tFmbI/uqsPfYSNl2dKB97akGJ11tDMwTFEodjvuxYvxrl2L1HVqamvZ0byXye5Crr3huhNtV3Ql9vImgstriTu0gr64cRRbLVxWnMITa49wjd9OMNGoJ8Ouo2s6vt4wBSlJ0CeJHKxHcSRCKnT315LonkZzxwEcYeNgpNN9budZzpQL/6/CxOR9RNM0tm/fTkVFBcFgkFmzZrF48WLi4t7ff3inQ3J2Ljd+/iscrTrA2//3W978zf+ye/VblC68ne5mB/X7Ogl6I1gdKoXT0yienc64Scko6ugLnYrDQc6jj1J76220/Pc3yPn5/5L2qel0/bmKnpePEKrpJWlZCYr93LoGu2rnrol38dGSj/Lchqfoef1N1qTt5Q/PX0FpcilZcVlIJM2+Zg52HcQX8ZHsSObhaQ9zR9kdpDhH3s3k39WGcKg4BplUv77weirbK3n2wLNck38NMzOGmnJJLyxGSmNBOzk7AeuGJIKOVmyZ+aTXrQcp8Fx11UD64+ZAol3BEWVwX345fa++in/PHl5f+zbxupNrLrtymIJ1FCfRSy1NcgF9cbXITh+PlBfzuae2AnbaI8YCtYwE8PdFkLokOcXDrB2CkC6Jy8nDJgS72t+ktX4dhV1daBnGdKjzHPx3nA2mojD5QCCl5MCBA6xatcqwyzR+PEuXLiUjI+NCizYmAW+YcCiNgpmfJBxcQ/PhN2mu/iaO+AUUz72OkjlZjJucfEY+CRwTJ5L+uc/S9uiP6Fv+Ggk33kDq/ZPpf7uJvpV1hBv7SfpI8ZDO+GyQUuJQHUzvy+Ft4P6bv8jWwG4Odx9mR+sOwDBpcf3460nsTuQTSz6BTR3daquMaAT2deKckoqwDlWGn5v5OdY2ruXRbY/y3PXPDem0MwuNraytNYfJLLkcazARpMSenkHi7n40jwPHlMkD6ZU4K8KuonWOrCjiFl4GQlD51io6vf1cGZ2Cu3T46XBLuouoRXBEW0BfXDVaY5BLMuxcmu6BNtjdHSHbYlgd9vYYdXmSnVz3rpXGeAEZmSTb7Pj2Q1zfMRK7e/Hd/gC8sxZnQsJAG78f06SmojD5p6ehoYGVK1fS1NREWlraBVuHGAupS/o6g3Q3++hq8dF11EdLbS+9bcbeekURpOXPpHjuPFqql1Nf+Q6dDR3Mu+k/zspxTfL999P35kpav/993IsWoiYmEr84D/v4eLpfrKbj6X04SpPwXDkO2zjPKdtK80UIN/QRbugn3NBHtDOI1hcCHdJJ5rqCT5BZU8bi6Yuxz0sYdmajoqJiTCUBEDjYhQxpuGakDYtzWV08MuMRvr7h66xuWM3V+SdOLRtm5I0F7dIFSxCaFyXgQ7rj0FoFgcnZQy0OCIEl2THqiMKSlIRj2jS2dbSTFJ9OsS0PNWn4LiShCBqtkBjNoy8uAkBP6zHunJwNbcdoiEK2xdiO7VONKSVHuJeUboXGeAhGNbIzkxEpqezJnMgfkhfwxRTDIKAjPhkpJV9956sUJRbx4NT31uaTqShM/mnp6Ohg1apVHDx4ELfbzU033cT06dPfM/8QoxGNaIQDGiF/BF9PCF9PCG9PCF+38bO/K0hPi59o5IQ9K1eCjYyCeCZdlk1mYQJp+R6sAw6JpnNww9useupX/PFLn+Gahz9D2YLLz0gmoapkfefb1C67hdZHHyX7f/4HAHtBAhmfnUn/O0fxrmui/deVWNKcOCYmY8t2o8TMZej+CFp3iPBRr3FKusNQaChgzXJjH5+AmmAnqkXYtfxV8nIn49/Vhm9rC9YcNwnXjsdRfGa7uQK72lHcVuxFI+e7sfBGntz9JE/ve3qIohhY0K6pxumxoohWLL5eelxuAqqTQxkFnGzsXE12EG0fvkX2OL4F8+nu7mZhJAd7acLAAbnBBCMaO4IhbsKF12n8bnsO7WBKcjk9wEcXFdGzb58xoogZZdR3bCBotSCBfp+PxMREyMiip62PWhFHoLcauxJFdcazr3M/y2uW89DUh86oHc+GD7Si6DzmZdXT+wHw9uu0btg6EDfaF9SoH1ZDvkhOlW+UtKOUfVqyjFD+aLIOzTfYdtPY5Y1V58muXsesc0i4GOoJ9sT/jDxieNnHw42URoLWFp3VdftBQFgL0dCzl+a+GlShUpA8hdzEMnr3W1h3oDpWhRhS55A6hjyfqGOwnJom0SI6WjR2RXS0qESLakTDOiF/lFAgStgfRYuObNDQ7rLgTrLjTnKQU5pEclYcyVlxJGW6sJ/iIFnZZVeQPWEir/38UV773x/SVnuEhXfce0Z2pBylpaQ88ACdTz5J4rJluGYac/vCohBfnod7fjb+XW34d7Xj3XAMtOGGINVEO7YcN67ZGdjHxWPNdQ/xsHfgnQp2da1h4r9fR2ZBCYHdHfStqqfjqT24L8sm4drxCMupD49pvgiBg124L80a9QS5qqjcOfFOfrD1B+xp38PUtBNHq48vaEfDIVRLG1Z/kDDQkpnJCkchyzQdy6C1HUuKg2BVN1KXI9Z3ODERtb2Dwmg6v+15lj89v5xvL/g2NxbdOJBm37Fe9skot2AjyZIMSLq3Lyd7/mUg4KGlE/h1vRuv14svFEK1KER2bKAn3kHUYUXTNJKSktBSUrE0NNETiBDo68WpRsDuZt3RdQgE902+75Ttd658oBWFqiq4k4yFq5DmHbhniOXUQQy2sjpqxEj55Ei3jJJkxPJGynvC++nJhcrTkvW0ZBkl0UjBI1mUHV7eUFnkyXKO0laGN76RXMIaZQaDUN/XRq9ST5/agETn/7N33uFxVXf+fs+dO3eqRr3LsmVJbrj3CrYJzZAEAgkQAiF1YSHsLz1Asskmu9kUsqSSANkAGxJIgBQI4NBsbHC3ccVVxZatLlllNH3u+f1xRs0ayZJtycLM+zzzjHTbHHvs+7nfnhTNJyU8HukzqDrR0n3+qZ/RsyNwnPVIeh6jtll0rftl7fxZYLFqGA6dpDQ7hlPH5tCxOXUMu3p3Jttwp9hwpdp6WAhnhiczi499+/usefwRtj7/HA3HKrnm376ObQgFghl33kHr889T9/3/Ztyf/9SrtYZms+BekIt7QS4yYhJu8GN2KBeK5rJi8RinLdYr37EVhyeZ3JIJajjU3GycMzJpfbkC79vVhKq9ZHzyogGvAeDbVgtRiWt+zoDHXVtyLT/f8XOePfzsKUJR2hXQjgRPYCOVSCRMQ2EWe7U8Dtd7mZzbHSDWU+0QMTG9YSye3i6xUCjE/upqxrYEMNw6uy37GecZx/c3f5+Vhd0ddt851tI1D3usOYbkpJM0HqvALKxAMyTi4aW4/Cvweg28IogrxSDw0jZap2QRdsV6QqWm4k9LB18b0pR4W2NCYbjZX7OfsZ6xJNvOTfv3gRh1QiGE+A7wOaAhtuk+KeVLw/FZKdlOrv5X1ZxMNQU8u0ZlCc4PgUCAp59+mpqaGoLBIFOmTGHlypVkZMRvP30hYdGtfOCzd5E1rpjXf/dr/vzde/nIN76DK2VwrTk0p5OsL3+J6q99ndbnnyfl2mvjHid0DSN3aJlh0UiEip3bKJm7qJcACatGyoeKMQqTaP7zIRoe3o1lUv/XkabEu7kWoygZa/bAa3BZXXxg7Ad4tfJV7ltwHzaLih1kj1cV2hU7txP01qE7FpJdXUZ1bi6NUQ+7qlp6CYXFo86LtgX7CMXBgwcJBoOUOPKQ0mTZjJUsGLeYW1++ldUVq7l+girce6eqhWiyDVphXLSAnMnjqN7pI3poKxaZDcF23O1HqIo48Bkh7JYwps9H0G4j6NDRgZSUFNpS08CMYjcD+Pxeki0RsCVxoPkAM7NmDvr7OBtGtmHI4HlQSjkz9hoWkUjw3icUCrF+/Xp+9rOfUVlZybhx47jjjjv42Mc+9r4QiZ5M/8CVXPvVb9F84jhP//vXaKmrHfS5nmuuwT59Og3/8yCm33/O1lR98F2CHR0Uz5kfd79zZhYZt19EpNFP/maNaGvfOegA/j2NRJsDuBflxt1/KlcXXU17uJ31x9d3bXOnpZOaV8Cm554GJJpeQkZdGwGrg2J7gJ1VLb2uYUlW4hBpDQ/3BxAAACAASURBVKpCxrerCfrVpMDdu3fj8XhwOrOQHQ18yDqTGZkzyHPlsf5E92fuPNbC5LEptNv8FIZyyJ00jfaQTtg9Da1gPPy/3TidLnyBAAFvCCPcAUDUFIQMZamlNGzDHZtJ4Yr68Hf4cOhhwhaD2o5axnrGDurv5GwZrUKRIEG/hMNhNmzYwE9/+lNef/118vPzmT17NjfffDM5OQO7Ji5kiqbP4KNfv5dARzt//u69tDXUD+o8oWlkf+2rROrrOfnU0+dsPeXvbEOz6Iyd3v9Tr31CKhmfmYoehPqHdxM52TvTSEZM2l49ip7t7HdA0anMz51Psi2ZNVVrurYJIZiz6kMAZBSWoumZJLeCQ0SY6TwZRyiURXF47Qle/NVu1vz+AH/63hZqjzdRVlbGtGnTEGYS0dbjWLftQwjBwryFbKnZgilN6tsDnGjxM2tMCo3OFnKDmRRMVpXf4aADS2YmCIEju4SQ1Olo86P7mtFSUhCBKKZuJcllR//TjbjevB8AV6SDUCCIwxKmLuJFIslz9TOe9Rwz6lxPMe4WQtwGbAO+LKU8eeoBQojPA58HyM7OZu3atWf1gV6v96yvkWB4MU2Tmpoajh49SigUIiUlhYkTJ5KcnPy++f5sgUbc3nLc3kqcvmPYA/XYA41Yw61oMkIecEOmi2eOTuNPX7yFD01qwJKcgdddTJunlJaUqZiW+K1AUqZMpvahh9ibl4scoF3IYHl3w3pc2bls2LzltMeaU/0U74Oqn22heq5J2A1IyDggSGnUqJ4T5cC6Nwf92aWWUt6oeIM3wm90tT+XuoOJ130c3ZaG959guj2UOFvwdVipas5i9WtrsOuxwLWEYjSaDp8ktQSSxwiOvRXgTw+/jGkxaW5vYnI4nxbZSNs/1rC3tBR7u532cDvPvfYcVc3K9ScbKzim1TLPN5l3K6uwpaRBQFJedZhda6ppDlmBEL6OANHmStqzsyAaRWgGRrgVALdQzRCTI21EI1EcljCvvrMBgLojdaw9sXbQfy9nynkRCiHEa0C8R7/7gV8D30PFDb8H/AT49KkHSikfAR4BmDt3rjzboUOJwUWjl1AoxI4dO9iwYQNtbW0UFhayYsUKioqKuo65YL+/9jo48ipUvgWVb0Prse59KWMhfSwkzwVXJtjcoDvINiPcUN3AM8/v4cWKQm6eWkfG0T8BEiw2NbZz5s0w6RrQu/P//WlpVH7sRi6qrCTjjjvOatm+1ha2//oBlt50GwsG8b2sXbuW3Itn0/jYXsZtjuKclUW0I0zgaBOuRbnM/3DJkD6/o7yDb6z/BhlTM5ie2Tv2aEZNfr36DSLJHi6dnsvezSFmW6tIHX8xC8Z3V4SXvfoWSXbBxfcsQzcsHBxXyzN/30lychpZ41JhCxhFmUT/VsHF8+aRGcjkj//4I8mlyVQcKEDXyrn1muX85rdv4Wyyc/H8BZQkpyKeaaf6wFbcaXmUzL6EPSdewhQR7C31pC2aBe9uwyJseKx+kE5cpnIHpodUDYXDEiG9JA+2wpWLr+zqgzWcnBehkFIOaoafEOJR4B/DvJwEoxS/38+WLVvYtGkTfr+fwsJCPvShD1FcXDyqiuXOOU1lsO+vcPBlOLFNbXOmw9jFsOhfIW82ZE8BW/8dRHOA66bv49nv3c/fW5Zzw1dXo9fthMOvwP4X4NlPq2suugvmfx5sSTimT8e9fDnNjz1O2m23oZ1Fe/Vje3cBUDhtxqDPMfLdZN8zm9aXK/C9Uw8WjaRLC/FcWjjkz1+avxRNaKw7vq6PUEQbG7AFWwi5UknJGcfc+WnITW/z9oa3mV/0QYQQtNT56AhFSctwdE388xRKIkYblpZSqioqKWUKGQtmU/fMb+jYsoWSixejCY1DJw+xs8rD5FwPdquFo7oabRpp9JOdV0o9O8iYWMTGfz7HyouUW05qEay+ZsyCafDuNnRsGJE6KPkA+sGXsNssZHQJRZiagGr8KKIplDV4Kc48u/njp2PUuZ6EELlSyprYr9cBe8/nehKMPG1tbWzatIlt27YRCoUoLS1l2bJlFBYO/YbxnqGjEfY8C3v+DCdUewvyZsOK+2HClZAzbYAinvgUTLqIK/71i7z08x/zymP/y1V3fxlRvAIu/y8oXwObfwOvfxc2/gou+y7MvIX0z3+Oox+/hZZnnyPttlvP+I9zdM8ubC5XV7bRYLF4DNJunAg3Tjyr9hTJtmSmZkxlU80m7p51d699/l27sAdPEkhJBU8eV01bwotbD8KRHfzmNyeYO3cusiEFTMjoUUOxefNmdIuOqMuAg7GWG0tmU+9w0LH+LZJWrCDXlUtV+3F2Hy/lullq7ka5RVmBkcZAVwbVpEuXs3HrszSWq662UkQwQl5kdhZSCHSsWCINkHUJ1O0lyQ4ZbTGh0MOcDLdjt7i47H82csmETB69rXvG93Aw6oQC+JEQYibK9VQJ/Mv5XU6CkeL48eNs3ryZffv2IaVk6tSpLFmy5MINUEsJleth++PqKT8aUoJw2Xdh6vWQXHDWHzF5ySW01tbw9p+fJKe4lNmrPgyaBiWXqtfx7fDP++Dvd8HOp3Be9xscc+bQ9PhjpN58E+IMpu1JKTm65x0KL5oxpALAUzlbq3FO9hx+/+7vCUQCXbOqAQJ79mIPRvCJAkjKQdM0tPGL2FtxkGxaefHFFxFojHHn4ekoIg+orq5m165dzJ8/H++eVNLqIOyIoqc4cS9dSts//0n2vd+gwF3AkZNH8QYjzCpMIWJGOKqdwBSSSFN3RpmnMJvU3HwaK5VQmFoEw/QT8SQhdfV3LjQfpBRCUh5uaxirVLEWu1WjOdBCKOSgINXBfasmn9Xf02AYdUIhpTzzx5gE7zmi0Sj79+9n06ZNHD9+HMMwmD9/PvPnzyct7eya0o1awn7Y+UfY9GtoOgz2ZJj7GZh9m3IpnWMWfORGassP8+aTvyOnZCJ5E3oULRTMgU+9DDufhNX3wW+Wkn7VPRz/z+20rV5N8gc/2P+F+6Gltpr2xgbmf/ij5/BPMXRmZ83msb2PsbdxL3Nzup+4AwcO4LLm02CmI13ZCGBmYSr/uSeZX91zHYGmRp76zUtUOU7wJ3mCyU83crTqGG63m0suuYQ1zi2kPG8nbNMQQpD8ketof/VV2l9/nXxPPnsb1pAaaGPqnx/m2C+Pc6k7QiA7gqvRj4i5sbQkg+zxJVQdPgTp+UgtgjvbQ9Dvx9SV1SE0HyRlgzsTt+UYoFyBLrtGVWsD4ZCDL6ws6ZqQN5wk0mMTnBe8Xi/r16/npz/9Kc8++ywdHR1ceeWVfOlLX+LKK6+8MEWiownW/gAevAhe/JKKMVz7G/jyQbjqB8MiEqCezK+884u40zL4x09/SMDr7X2ApimR+pc3IXUs7sPfw8hJpfnJJ8/o847t3Q1A4dTBxyeGg1lZqoPTjvodvbYHDxwgyenDxIovpIL5U/NVdfP+mna0oIuk1lI+OuVaJkfzKasoJzk5mU984hM4nU4Ou3Zi0yO0d0A0auJetgyjqIiGB3/KWC2ThduaePT1H2G++HfCJ07w2VdMREstkUY/ZnsIYbegGRYyxozFW6/qXUwRxl2Yit/b1mVRmJof3DngyiRJtHWt3263UtPehIw6WTlxZLofjzqLIsGFSzQapaysjB07dnDo0CFM06SoqIhrrrmG0tJSNO0CfW5pKlNxgJ1/hIhfxRwW36OC0yMUlLe73Xzwi9/gqW99hTWPP8xVd3+570HpxfCp1Yi/fI7Uw2uo23ES/549OKZN63vsAJw4sA9XSiqpuSOT498fybZkSlJKeglFpLmZSEMDnpleCIO3OYgr2dZVlb2vuo2koLot5hfn4NkxkWs/eRNGXneweEf9Dq7VZtLgj3J4Sx2TFuWS/c37qfrc51n4qYdYJCWVhXlMe/iXlHsCvPDF67mh8iBhowA93Y4l1lgxvaAQgURDIPDjHJNKsMOLsKuBUxHND+5scGXhFm10JooKq522cAsptgkkn6Yn2LkiIRQJhp3m5mbeeecddu7cSXt7Oy6Xi4ULFzJr1iwyM/u2jL5gaCqDN3+kAtSaDtNvhMVfgMyJ52U5OcWlzL/2o2x67mkmLFpK8ZwFfQ8ynPCx/yNZu4f63a9x8oGv43j8xSEJ2vED+8ifdNGoyEyblTWL1ZWruwLjwYMHAUhNaoRmNV88u8hDssPKmDQH79a0UdSqk5LtxJ5mpx26+lsBBKNBjtaVo0sLlmQL21cfZcKCHNxLllD4+GPs+8uTPKy9Ts7Sz3BVURHe2q38cbnGta8HMaKCUFU7eqZyISVnKWtAmAIhg9iynQR9fjS7A4kkZImozDR3JslWFTy3WCRStxOWXgqcI2d1J4QiwbDg9/s5ePAgO3fupLKyEiEEJSUlrFq1igkTJox4q+8RpeWYEoidfwSLAQv/VQlE0vkPyi/8yI0c2bqJVx/9FfkTL8LujpNWqVmw3PALkl+6ktYt5WS/+hMsl39lUNdva6invbGBudd85Byv/MyYnD6ZZw49wwnvCQqSCggciAmFuwqa1ZzqTqbkeni3uo15DTr5k1LRYg0PewrFnoY9eEIqJjBmdjZ7Xj7KkW11TJifg2v+fHZEomw5vIYvZKtmgB3hDqIWgbx4ClRAtDWEfbKq1UhKVw9JwjSBELZ0CJX7EVaDkBYiaHcrt6A9mVxHO5bkNPJs1bRrBmit5CWNXJuahFAkOGf4/X4OHDjAu+++S1lZGaZpkpKSwooVK5g5cybJycPf5fK80noC1j8AO36vnsDnfw6WfnFUCEQnFt3KlXf+P/5w35fY8OwfWHl7P0mFmkbqVx+k5fobaH3if0grKIUpHz7t9Y8f2AdAweTTd4QdCaakqbjP/ub9FCQVEDxwAD0rC5d5CIsW7SUUF+Uls25vHR2tDjLHJHUJRbSHUGyv205aRP07zp2eQcbeJt569ggFk9Jwegy2l6tj7XbVn8kfUZlO+gfmwaON6ufYLHOby4Vus0HUBBFB11oJ+03QrYQtQfxGrI7FloRVMxn/wWtJ3/IAtaa6bY9NSQhFgvcIPp+PgwcPsm/fPsrLyzFNk+TkZBYsWMCUKVPIz8+/cGMPnXQ0wbofw7bfgTRh9q2w7CuQnH++VxaX7PElTLv0cnb+80WmX3olGWPiN5azX3QRtkkTaT1eTtpf74SMiZA1QJtX4MT+fRgOJxmFI9Os7nSUpJZgERb2N+3nsrGXETh4EFtpMSKyE5czivcUiyIlqtxlyVlONIcOordFsaN+B5MNNVpV9xh84PYpPPPf23j9if0svn0Sb+734pig0xwriAtElMvInuVBooTC4lbWhhCCpPRM2qNRpCWKCLQQCliRFhsRrR1/LKhNrI14qh7EJsLURNT2ovT4c8WHg4RQJBgSUkqampqoqKjgwIEDVFRUdFkOCxcu7BKH0eCfHnbCAdjyMKz7CYTaYebH4eKvQerouEkOxJIbb+XgxvWseeJRbrj/e/1+XykfuZ6673+fgNeJ/c+3wefeUK1C+kHFJ6acVf3EucRmsVGcUsz+5v3IaJRQeTmumasAcCWJ3hZFvodUUz3UpGQ5EJpAc+qYPtU1NmyG2Vm/k1XGXYAqDkxPt7DkhhLWPX2Iw4/tJhSV5NnTaAqo4jhfRFkWDqsDsSCJlr+uw7/nGM6ZtwDgTkmF9ghYreA/SSjgxnQ5MLUwfkvs9hyrwE/RAghCHA4pSyM3aeQs9IRQJDgt7e3tlJeXU1FRQXl5OW1tKlUvNTWVRYsWMWXKFPLy8t4f4gCqUG7vc/D6f6h4ROnlcNn3Tvu0PZpwepJZ/NFbWPP4I1Tu3E7RrPiVvZ4PXkPdj39Mq7wUe+OT8Np34OoH4h7ra2ul+UQVUy5eOYwrHzqT0ibx9om3CVdXI0MhbDkeqAVXskFDU7dQ5Hjs5GgWJJJXml/k6rRVaE5rl0Wxr3EfvoiPIssYhENHxGaVT70kn02bTmC+28Yt83I47Eynya+EotOicOgOHNfN5OTj36H9JSfptyqhMIQGZgipA/6ThP0ZmC6BFEH8Wm+hSNL8RAhRp3QLtzG8bTt6khCKBH0IBAJUVlZ2iUNDg5oh5XA4KCoqYvz48RQVFZGWlvb+EYdOjm6EV+5XbTayp8Gtf4PiFed7VWfEjMuuYvuLf2PDM39g3Mw5cb9LPTUV9yUX0/b2brLuvQOx5dcw5UOqseAp1Bw+AED+xOGvFB4Kk9Mm83zZ8zTs3wmAkelUQpHqoLIs0KtVSIbtBO1hJw9v/R5PHHicRx3fxRITio01GxEIMqNpiKRI1/Vf2F3DT042cofuYG6boHlsepdFEYgqoegcoORZtYqGBx8kXF2NNS8Piy+IMMNELcQsCj8RCWhB/J0u25hQuKUfP2G8se2dk/RGgoRQvM+JRCI0NDRQV1dHbW0tVVVVVFdXI6XEarVSWFjIzJkzGT9+PNnZ2Rd+vKE/msrgtW+rVhtJufDhX8GMm2GUuFjOBItuZcF1N/LqI7+g4p1tjJ89L+5xyatW4X3tdXwpV+NK+yf8/W64c0MfF1TtkUMIoZFdNLT+TsNNcUoxAPX7d2AHjFT1nbnTk4iEfQR9EewuK28efxNHAFotUR697FHuWXMPezr2McOiAvPrj69ncvpkLFUg3CpOUNXs46vP7GJGURpLxuWy5W/lZBUXUhGuAMAf9uPQHV2tzj2rrqLhwQdpe3k16Z/5NLT5wCKJCsB/kqDfT1RKBAF8nbptuAFBsuZHihBekRCKBMOIz+frEoTOV0NDA6apgmu6rpObm8uyZcsYP348BQUF6Pr7/J9I2A/r/wfe/iloVlh+Hyy+G4yR+086nFx0yaVs+duf2fDMHyiaNTeuVeFevhzhcND26hu4bn8IHrsK1v43XPFfvY6rLTtMxphCrOdglsW5pFMovEcO4UpLQ7eoTCRXZgpQR0drEJtT56F3HmJR4Hb2WTTGOGfw/aXf59gft1PUkY+vpYw9jXv4ytyvYB4Kd41kffDVQwgBP71pJmlWne3/qCSlYhxtWS8AyqKw95j/YYwZg33aNNpeeon0z3wa2dSKyHARlhD1txKORgGwiACBzq9C08BwY410YCOML9aoMCEUCc4K0zRpaWnpEoNOcWhtbe06xu12k5OTQ2lpKTk5OWRnZ5Oenv7+tRjicegVeOkr0HIUpn0MLv/eqEp1PRdYdJ0F193IKw//nGN7dzF2Wt9pdJrTiXv5JbT/8xVy7r8fMesTsPlhmPtpVc2NSnKoLTtM6fxFI/1HOC2ZjkySrElwtApjfBH4msDmwZWubrQdLUHqbMeoqD/GJVE7J60hjtR7+cCED/BG5klEueSzr3wWh+7g6vFXE/IdQXPqtPrD/GNPDTfNG0Neikp5HTstnbJDQTpSOjCliT/i79WQEJT7qf6HP8S/cydmUzukqXN9pg1i9UW6COKTZvdJVjuE/TgsJraYNeO2JmIUCfohGo3S3t5OW1tbr1fPbe3t7V1WghCCjIwMCgsLyc7OJicnh5ycHNzxCq0SKFqqYPU34MA/IGMCfPKFuD75C4XJS5ez/qkn2PHy83GFAsBz5VW0v7wa39atuFZ+S83LePXf4aY/ANBaV0vA205O8YSRXPqgEEIwPmU8zhO7sM1YDr4acKbhTlFxg46WIC94XyA9qFqOnLRIDte1c8mETGYVzqXjyHFswsbXF3+ddHs6J3wH0BxWVu+tIRQxuWFOd5ffcdPSKX+ngdSOXHxhH/6Icj31xHPVldT/6Ecc/eTtiIxShFRWhM+0I2MBbIMQfnpYd7oDIgGsRMnLcqL7dAyLMYx/a71JCMUoIhwOxxWBni/vqQ3dAKvVisfjwePxMG7cODweDykpKeTk5JCVlYX1DFpFvy+JhGDTQ/DmD1Vm06XfhkV3gz5y/yHPB7phMOOyVWz6y9OcrK0mNadvjyb3sqUIm432N9bgWrQIln1JzbKoWAdFF1NTdgiAnJLRJxQAk7R8nB3bMcaPB99ecKbjSu4WivXB9cyyLwVAunTKGtT/M92hvvuXrn5BZUAFImBKNKfOusP15CbbmZbfnaZaOEXVNuS3ltIeau/T4hzAmpNDyk030vLU0xj5RQizDgCfaSBjFr1BCL/ZI/4Vsygww3Rgjqg1AQmhOCNM0yQUChEOh/t9H2hfvGMCgQB+v7/PZ9lsti4RyM7O7vq558tut7//so/ONZVvwYtfhoYDMPFquPK/3xP1EOeKmZevYsvfnuGd1S/ErdbWnE5cixbhfeMN5H33IhbeBdseV+myn32durJD6FaD9ILROVxqcodq+hfOz4SKJnBnYbFq2N1W6uqbOSqOcq34HCEBWTkujtQrodDs6mZtBqJKKGI1FcKhs6msiUsmZPb6v+dKsaEnS7K942gLtfWJUXSSc999JK1cSUOlhHW/BSAorSoeAdgI4zej3Sfodgh1ANAhoyMan4D3uVC0tbWxe/duwuEwZWVleL3eQd3oo9Ho6S/eA03TsFqtGIaB1Wrt+tkwDNxuN1arFZvNRlJSUh8RsNlsp/+ABGeOtx5e+RbsfloNibn5aZh41fle1YjjSkll4uJl7Fv7Gstu/iRWW9+bm3vlCrxr1xI8dBj7xAlw8ZfhhX+DsjeoOXKYrKJiLKM0+WFMq1pXTbogZ18zZKkUXleKjer6esiGtGAOHelRxuck8fJeNWRT2NV5ZkAJhOlTqbJ14QhNHSEWFvetjk4ao5N9qIj2UDv+sJ9ke9/COGG14l62DHlsK8TcxCFpRcay6GyECES17tRdqwOC7YASCqdx5mNqz4TR+a2OEO3t7bz22muAupk3Nzf3uqH3vJH33DbQe7xt7/vModGIGVUtN17/HoR9quXGsi+r7qnvU6atuIz969dwZMtGJi/rWxuStGIFtXwb7xuvK6GY8XF488eYa35IfYWb6ZdeeR5WPTgyTkbxCyiztzLL16S6sgLuFBvVJwJkF2UTOaGRnGWjKMNJiy9Mqz+MLWZRyIB6ODT9SjDK2lV9xMwxKX0+K63Qwcm9KbS0tBOIBsix9J8AEQnriFjQOoS1y/XkkGEkBmEzrGIRul2NywUCRPvEPYab9/UdLCcnh3vvvRer1cq6detYvnz5+V5SgpHgxHb4x5egZqcKUq/6CWSOTt/6SFIweSrJWdnsXftaXKHQMzOxz5hO+5q1ZNx5p4rdLPsijc/9O5HQ7FEbnwCw1bZw3CMoay+HcAfEWnS7UmzIQxZmZMygdYOfnCIPRpp6WKhq9jGhH4viUJsPQ9cYH2e6XGaehzK8nKzxxc166kkkoqn+YHS6njotijBgEIgGlFD0sCiC0uwq4BspTpsLKYSYK4T4ohDix0KI7wohPiaESB2JxQ03FosFm82WSAl9v+A/qQTi0UuhvQau/1+47fmESMQQmsaUiy/l2L7dtDXUxz3GvXQZgb17iba0qA2zbqVWqqyf8yYU4YCKlTx2tUrblbLvIVVVtGc4KT+pgu6dFoXmimILOZnqnEnIHyE5y8mYmFAca/YhOmMUwZhFEYtR7G3yMTE7Cd3S996RO0aJUHttKG7WU08iIYGQKsbR06JwyhAAwUisxYhuh6BqnROU0dEjFEKITwkhdgD3Ag7gIFAPLAVeE0I8IYQYnZGrBAl6IiXsfAp+MRe2PwYL/gXu3grTbhixCXPvFS665FKQkn3rXo+737VkCZgmHZs2qw26jVrXTOxamBROjuBKY5gm/OkT8NaD0F4NL39NTRM8hdDx40RzMyhvO6o2xISi2VKPQCPPq6rJk7McFPYQCi1mUcgui0K9v9PQzuTcpLhLyshIIWDpINAg42Y99SQcjKKhxCgsdRAaFgF2lJXR2Suqt0URjRsgH04GepR2AkuklNdLKb8vpfytlPKXUsp7pJRzgAeB0pFZZoIEZ0j9fnj8avjbHZA6Dj6/Fq76IcQJMCZQU9cKJk/l4Ib1cfc7pk9Dc7vpePvtrm21bTrZTh9i6yMjtcxutj8GR16FVQ/A3dvVmNk13wdvQ9chps9HtLERa0EBtYEmOoToEorjshIAS3WsQ2uWkyS7lTSX0UsoulxP/ghYNeo6QhRnxk9RNSwGbc5GIi2WfrOeOgkHImix2okQBlKzYNUktphV1NkrCt0GsXqLgIyOaA0FDCAUUspfSSn75mt2798ppYz/2JEgwfkm6FXZTL9ZCnX74IM/g8+8CrkzzvfKRj0TFi6h6fgxmo5X9dkndB3XooV0vP02UkrCwQCNJ46TM7YQdv0JfM0jt9CQT00SLFwM8z6rUks/8B8qBrHrqe7Dqo4D4ClSrrEKqxXsKgh9JKQaGdYcbEPTBZ4MdVMfk+akqtkHugANZFA94ctQFNOqbptj0/tPfPA72pBtOqY0cVr7Py4cjGKxqDqnsOZAahqGJnFoSgiC0U7XU7f7KiSjA1opw8FArie7EOKTQogPCcXXhRD/EEL8TAgxcqOVEiQYClKqxn2/WgAbfg4zboIvbIc5t3flqCcYmNL5i0EIDm16K+5+15KlhKurCVVWUl9RjjRNchZfCxE/7Hhi5Bb6zu/BWwsrv9ntQsyaBGMWwK6nuw4LxwQve8J0AMoNK9jcmNLkncAWJJK2xgCpOS60WMyhMM2pYhRCIKwWZDgWowhGCcd6LXXGMuIRdnVg6bAhpDagRREKRNFj1kFYMyAmFLbYtm7XU/c1AmZk9MQogP8DLgc+DawFCoFfAu3A48O9sAQJhkxzBfzxY8pnbU+GT/9TdXl1JZ5rhoI7LZ38iZM5tPntuPtdCxcA4NuyldrOiuw5l8LYJbD9ibjB5HOOlOqz8mbDuCW99026Gur3QVs1AKEqJRQFE+ego1Fu1cFwc6ztGCfNRqxpylpIz+/OYMpNtlPTGmtBbliQoZhFEYzi19Sfb2x6/0VvUXcAITXcwZSBYxSBCHqs8j+CqqMw8kAjTQAAIABJREFUtO4YRJdF0UMYgmZ4VMUopkgpbwFuACZKKe+SUq6WUn4TGDMyy0uQYBBEgoyt/BM8tBCOboArvg//sg4KF57vlb1nmbBwKY3HKmmuPt5nn3XsWPTMTHxbt1Jbdhh3egbu1DSYdSucrFDfwXBTs1OJwaxb+u4rvlS9l60BIHysCi0pCVtqBmOtSZRZrWC42dO4B4DMcSo+0dl+AyDbYycUMWnxhdEMDTPUaVFE6JCSdJeB29Z/dYFMUjf4pGBav1lPynUX7SpujKAqs22iO6upK0YRc09JICgjoydGAYQApJQRoPqUfUMrTU6QYLgoewMeWkRR5R9VRfXdW2HRXWB5X5cInTWl8xcDcHjLxj77hBA4583Ft3UrNUcOkdvZCHDKh8FIgneeHP4F7v6zesqeen3ffdkXKYvy+FYAQsersI4pUM0BLW7KDQN0g531O3Fb3Vz58Vlc8bmpTJiX3XWJHI+6ede2BWIWhbrlyWCUtqg5oNsJQPMoCyQpmN6vRREJm0gJVqsBUhIWOmgaVhHBFjuny/UUE4pQzMM2amIUQIEQ4udCiF/0+Lnz99E5NT7B+4e2anjmdvj9dYBk1/TvwEcfB0/fhnYJhk5SegbZ40sp27op7n7nvHn4GhtorashuziW/Gg4Ydr18O7fINA2fIuTEg6+BOMvAUecki4hIG8WVO8AIFx1HKNAOUEmaA6OWXXaQm3sbNjJ9MzpON02SuZkIbTuVOmcWMPA2rYAwqohw92up9aoSW7ywDdqW7KGxMQdTO3XogjHqr11w4qQkigW0DQsMtx1TjAaJGpGKY+oPk+BWCxmNMUovgpsB7b1+Lnz968N/9ISJIhDNKLy5H85Dw68BCvuhzs3cjJt1vle2QVHybyF1Bw5iPdk30wm59y5tDjVzTK3Z6HdrFtVS5R9fxm+hTUchJOVKhW2P/JmQd0+ZKCD8PHjWMeoosDpqBvs5prNHD55mJlZ8duqZ8csirrW3haFGYxyMhIlK2ngG7XT5iCgd+AMJ/UrFKFYyq1uGAhpEsECQqDLCLbYOYFIgF/u/CUfrnyKfYaVYGy63UgLRb/2uZRyBNMXEiQYBMc2qQ6vdXuh5DJY9SNIG3++V3XBUjJvIW//6feUbdvMjMt6N0o0SkpoTU9BcEpFdv4cSC+FPc+qTLPh4NDL6n0gocieCmaEyOHtyHAYY4yqDZ4WFVgkPLD1ASSS+Tnz456elaSEoiYmFKZXte4wg1Fao1GyPANbFC6rC5/RjjPk6Tfw3GlRWG02CEjMmFBYZBi71QkhZVG8fkxVIWxy2Lm8wweMIqEQQryAip3ERUr5oWFZUYIEp9LRBK/9u/J9e/Lhxidh0jWJquphJr2gkJTsXI5s29RHKIQQtKWnkBQMYtgdPXeoive1P4C2GvDknvuFlb0B2dMgeQAPeIZyh4X2bwPosiiSQn6WSIN1HdVkObOYlRXfEjV0jQy3QV1bAGEYmOEo0pQQNvEB4wYhFE3WNhwDWBThYMyisBkgTUwEUmjoMowtJi6BaID2kKrIrrL2sCj00eN6egD4CVAB+IFHYy8vUDb8S0vwvsc0VQrkL+eovPgl/wZ3bYHJH0yIxAgghKB43kKq9u4i6PP12meaUZpllJSTrUTbTolHXPQRQKopeOeaSAiqtsK4pQMfl65acoSP7AfUrGoAQh3cqWUwI3MGX5/3dTTR/y0w22Onti2AFnM9dbqffEiyPQPfqF1WFz5rG86wp9/AcyhmURh2G5gmJhpSCCwygkW3oWs6LYEWGv2qa2ydxUIw9u9+1KTHSinflFK+iWrjcaOU8oXY6+PAsrP5UCHER4UQ+4QQphBi7in77hVCHBFCHBRCXHE2n5PgPUzNbvjd5fDCPZA1Be54Cy77LtgSI1xHkpJ5C4lGIlTu2t5re/PxKsLRCCm+AP49e3qflDkBcqbB3ufO/YKqd6jCvlNrJ07FcIGngNCxo2CxYM2NWTYhL1NtGTy56kkuH3f5gJfITLLR5A2pYHbI7GoM6EN2uab6w2l14jfacYYGsig6hUJlPZkIQLmesFhxWBwc7exNBTRYLKMymN2JSwjR5QgWQhQBZzteaS/wEWBdz41CiCnATcBFwJXAQ0IIS9/TE1yw+Fvg5a/DI5eoArprfwO3v9g1aCbByJI3YRIOTzJHTsl+qj6sWl+k+oL4d+3qe+LUG+DENhV0PpdUxnpQFS4+/bGp4wjXNmHNzUV0jgMOecEY3MNGmsuguSOkgtnhbosiAKe3KHRlUejSwBKOX/PQFaNw2EBKoj1cT1gMbLqNer/q4ptjJNPUw6IYjULxRWCtEGKtEOJNYA3wb2fzoVLK/VLKg3F2fRh4WkoZlFJWAEeA+NGmBBcWpgk7fg+/mKNaRc/5FHxhG8y8OeFmOo9omoXiOfOpeGcb0Ui4a/vx/ftweJJJKSgksGt33xMvuk69v/v3c7ugoxuUhenqO1muD8kFhJp8GIU96oOD3kFbpWnObqHAVKmxAFENkh0Dz6F3G258VhVbCHvNuMd0Zj3ZHHZAEpVaVzAbixWbxUaDTzU3zLdn0K4Jgtr5EYrTViVJKVcLIUqBSbFNB6SUwWFaTz7Q89HlOP3UbAghPg98HiA7O5u1a9ee1Qd7vd6zvkaCMyOp7RClhx/B036YVs8kDs+5H697PGyO86TaD4nvb/jw290EfR28+NQf8IwZh5SSw1s34Sksoi1qw7ZtG2vXrOkj6HPcRUS3PM3O8OkbMQ7q+5OSJUc305C5lEOD+K6LWqKEWk28FgvlseMvDrRzvLa56/eBaKkP4Q9HOVhZRi4Wdm7cTh4WhCZ58803Bzz3SOAIfkMJxYY3t+DK7vuwU39A5QpVHKuI1VGo53bNDHKsupaoI0pLWM39cPg1gpqmOt8Cu3bsosFo6HPN4WKgrKelUsq3AGLCsOuU/R6gUEq5t5/zXwPizQC8X0p51o8ZUspHgEcA5s6dK892Ot3atWsTE+5GGm8DvP4fqrmbOxuue5jk6Tcy9wwsiMT3N3yEQ4v49ZrVGO0nWb78dmqPHGJHwM/Cy68i53gttRs2smTCBKz5pzzTyRth3Y9YPm/qafttDer7ayqDNzvIm3s1eXNOcywQZR+HQm8zbuYU0pcvh2gY1oYpLJlC4SWnP7/WeYxnD+0hd/x4OHiUqSVTaN5+ELfbwfLlFw94bnZTNk+WPwPApNKLKJ6d1eeYDU1HaD54nKnTp3OgohIz5mW3yiCF44pJ8weobaoFYFreRN46epiTFnXMwgULGZ88cqnhA1kU1wshfgSsRhXaNQB2oARYAYwFvtzfyVLKD5zBek7Qu49UQWxbgguJaAS2/lbNDQh3wOIvwMVfA7vnfK8sQRysho0py1awb+1rXHLrZ9i79jUsVivjZs2FJJUAGdi/v69QTLwK3vwBHFoNsz5x9gupfke95w2uuDLUodwzRlrMTRPyqvfBup5cKrbQETVx0T0v2+Y4fXsYl9VFQFeZYoGOcNxjImET3dDQrTpIiYxlYOlEQbP2ymzKd6r2Iidj3W2tYmDX17lmoKynLwLXADXAR4HvAV9CDSt6WEp5sZRy6zlez/PATUIIWyxoXgpsOcefkeB8UvkWPHwxrP465M+GOzfC5f+ZEIlRzqwrryEaifDMd+9j39rXmLhwKQ53EraJE0HTCLy7v+9JuTPAU6Aq6M8F1e+okaCDTGwItcSCxcmx21wwJhTG4HJxOoWiPaJiDJ1CYR+EUDitToIxoQjGpuKdSiQcRbdasFitKusp1gbfQhQs1q60WofuIMWmBm01x2ZqWy0jKxQD/omllM1010+cM4QQ1wG/ADKBF4UQO6WUV0gp9wkh/gy8C0SAu6SUiQaEFwKtJ+CVb6rWDsmFiaK59xjpBYUsvP5GNj77FM7kFJbceCsAmsOBMW4cgf1xhEIIZVW886QaMmQM3EjvtJzYodJuB3mTDDeoGIGRFAsmd1oUQ8h6AmiLRMmhWyicztN/fpKRREQLERHh/i2KkIlu1dA0DSHNrnkpSiiMroB1kpGEw6rErSMWzNa1kW16eV5abEop/wrErcaRUv4X8F8ju6IEw0YkCBt/CeseAGnC8ntV4Zy1/4HzCUYniz96CxMXXYzhdJCU1h1zsE+ejG/HjvgnTVoFWx+F8rXq5zPFNKF2N8z8eNcmGQ4T9XqxpKQg4jxwhGob0e1RtEhLbINqrDdUoWgNdY5BVTd8p/P0Lb5tFhtfmfcVAnutBPsRimjM9aTpyvVET9eTxehyPXkMD7bYlLz2mJjoYmRv3YmRXwmGBynh4Go1I+L170LxSlVVvfwbCZF4D5NeMKaXSADYp0wmUlND5OTJvieMXQo2j+r2eja0HlMWQfZUANrXruXwipUcXrSYY7d9kkhTU59TQlXHsSYL6IhlBwWVhTHYGIXHbsWiCVpi9ROh2A0/yTU4i+aTF30Sj8dFYADXk8VqQdMsvYY9KYtC72rT4TE82GMWhbdTKEbYokgIRYJzT/U78MQH4akbQdPh1r/CTX+A1LHne2UJhgH7ZBUzCMZzP+kGFK9Q/ZnOZvJdfezaWZPx797NiS/cg56ZScZdd+Hfs4eqO+5Ehruf3KWUhMrKsKXbuoWiy6IYXIxC0wSpTitNMYsiHGsMmOQe/NAgm1Mn4D2N60m3IHq01etjUdg8OKxK3Lwx19NIxyhOKxRCCKcQ4ltCiEdjv5cKIa4Z/qUleM9x8ig89zl4ZDnUvwurHoA7NyhrIsEFi22SKrEKHDoU/4DxK6DtBDT2s38w1L8LgEwrpeab38KSns7Yxx8j8wt3k/eDHxDYs4fm//t91+GR+gaiLS3Y8pJVGjYMOUYB4HFYaQ0roYjGYhSepMELhd1lJegbIOvJqqFZ9DgWhdEVzPYYHuyxNY9m19NjQBBYFPv9BPCfw7aiBO89/C3wyrfUjIj9z8OyL8M9O2H+5wYdeEzw3kVPS8OSlkbwyJH4BxSvUO+x0aRnRP1+SB5D25oNBA8dIvsb38CSrDKBPFdegeviZTQ98ghRrxKDYEy0bIVZ0KHaYHSnxyYN+mOT7FZOxrq8EqukTjnNLIqe2Jw6gY74rqdoOIrFqqFZ4rmerF3BbI/hwWZ0WhQaAoFFG9nORoMRimIp5Y+AMICU0gckUlUSqE6eGx+Cn8+EDb9QYym/sB0u/fdEuuv7DFtxMaHD/QhF6jg1N6TsjTP/gPoDkDWZpt/9L0ZJMUmXX9Zrd+YX7iHa2srJ3yurIrBvHwD2onzwx2InQ0yPBfDYdVpiricRjBJEkjyIYHYnhkPvatVxKpGQiW5Y+giFhgTN2hWHsOt2HIYSN5+mYdVG/uFrMEIREkI4iM2mEEIUoyyMBO9XzKgaTPOrefDPeyF3JtyxHq77NSQXnO/VJTgP2EpLCJaVIfuLQxSvVDU0kdDQLx6NQONBApE8gu/uJ/WmmxFa71uXY9pU3CtX0vTY40Tb2+nYuBHbpElY0jIh0KqypkIdgADr4NN0k+w6zTGhsEQkodi2wWLYdcLB2CyLU+h2PVkQvYTCBItB2FQuK0MzsFpdaLFjRjqQrdZ0er6Nqs4eI4T4A/A6iVGo7086BeKhRfDcZ8Dqgk88B7f9TeW3J3jfYpSUYHq9ROrq4h9QvFJV4R8/g/rZkxUQDdG6tx10Hc/V8dNsM+++C7OtjcZf/gr/jh24Fi0CR4pKyw61d3eOHULtTpLNSnMPiyCIxGUb/I3aareAhHCobzmYKriLxSg4VSisBCIBdQ2LFWHRsY1moZBSvopqCX478BQwV0q5dniXlWBUYZpqtsCvFyuBEAJueEzNiCg5k04tCS40bMVqUFCwP/fTuKUgLGcWp2gqQ0po23AA98UXo6emxj3MPmUKSVdcQfMTTyDDYTyrVoE9Re0MtKr02CHOM0my67QGIxDLNgoBLmNoFgV0txTvSTRkYulyPXVvF0iwWFk+ZjkAy/KXgRA4zqNQDNQUcPYpm2pi74VCiEIpZT8VNgkuGEwT3v0bvPlDaDgAGRPhht/BlOu6qkgTJADlegIIlh3BvSzO9Dl7MhTMU3GKS781tIs3lxNs0Yk0ncRzxcDDhnL/4zvoGRnYp0zGMW0qvFuudvhblOtpCPEJUMFsfziKsGnIYJQwYNEGb5EYdhV0DgUiuOgOgkspe7me+loUBvNy5rHrtl1dU/jspgQL5yVGMZA0/ST2bgfmorrHCmA6sI3uLKgEFxqmCfv/Dmt/CA37lUBc/79qxsAIZ1skeG9w2swngPGXwLofQ6BtaMkOzWV4G5Rl4Foy8GQ7S0oKOd/6ZvcGRw+LYghDizrpjEdIixKH6BCfjzotipC/t0URjfWP0o2+WU9azKIAeo1qNUajRSGlXAEghPgLMFtKuSf2+1TgOyOyugQji2mq9NY3f6jy1jMmJAQiwaAxiooIVVb2f0DhIhUvOL5laC7L5nK8dS7sU0rRMwZuV96HLtdTp0VxhkKhawggOgRrAsBwxCyKYO/Mp0goJhTWmOupB50WxanoMatjtFkUnUzsFAkAKeVeIURiLuWFRKAVdj4FWx6B5jJIL4WP/BamfiQhEAkGjTF2LN716/o/oGCeilMc3TgkoYjWlOGvCZN+zbKhL8quai3wt6gYhSdvSKcn2dVN2dQEFsC0DE0orLHAd/hUiyKshMJi1bBY9F5ZTyKWHnsqo9Ki6MFuIcRvgSdjv98CxJl9mOA9R/0B1bBt19PKLC+YByvuS1gQCc4IY+xYon9pJOrtwOKOEwuwuSF3OhzbOPiLRkL4y+rATMO1cMHQF9XL9TT0GIUnZlFENc5IKPq1KMJKOHRDQwzgeuqJNWc6nDw4ai2KTwF30j0nex3w62FbUYLhxYyqQTKbH4aKN5WJO/UGVUWdf2r+QoIEg8cYq3p5hY8dxTJlSvyDCheroVWRIOiDqHBuOYa/0aqyfqZPP4NFJQHiLGIU6qYc0QQGwFCFop8YRU/Xk2WQrifDpuI6o9KikFIGgAdjrwTvVXzNsOP/YOv/qk6cnnxY+S2Yc/tpx1QmSDAYjLGFAISOHsXen1CMXQSbfqUaRxYuPP1Fm8vwNRrYxo9Bcw3NGgBUdp7NA8E2ZVEMoX0HdMcowp36oA8tmm3tkfXUk0i4Uyi0WPFgT9dTfKHotCRGpVAIISroleWrkFKO3MDWBGdOzW7Y8rAqlIsEVNvnK/4TJl4NlvMyjiTBBYpR2C0U/VIYS5Y8tnFQQiGbKgg0WUledhbWri2ph0Ux1PTY3kIhrEMTCouuoWmCcPDUGIX63WLErjcI15OhKfEYra6nuT1+tqPGoqYNz3ISnBMiITjwAmx+BKo2qZYFM26C+Z+H7IvO9+oSXKBoLhd6Ziaho8f6P8iVAalFcGL7oK4ZPLAPM6LhmHcW2fh2D7TXqp/P0PUUjD0ra0O0KIQQWAyNaMzV1ElP1xPQ61G8szL7VDpbi49Ki0JKeepEkJ8KIbYD/z48S0pwRvhb4PCrakDMkdeUqZ06Di7/L5h1CzjiV7MmSHAuMcaOHdiiABULqxpcKw//AVUw55g188wXZUuC9li98BAtCkPXMHQNf6xXk2YMPclDNyyEw6fEKHq4noBe8yhUZfZ7z/XU0+bTUBZGwmcxGjhZCQdfVuJwdAOYEXBlwpQPq1fxykT2UoIRxTpuLN41awc+KG+WagnjbQB35oCHBo/Wo9k0rGPGnPmibB6V4QdDjlEAJNl02iOdWUpD//9kNTQioVOFojvrCTjF9WTGTY/tFIrR6nr6SY+fI0AF8LHhWU6CATFNqHkHDrykBKJetVImcxIs/gJMXAX5cxLikOC8YRQUEG1qwvT70Rz9jLzNm6Xea3ZC6WXxj4kRqPFiy/XEnYk9aGxJEGyNLXDoAXG3Xccb6IwpnJlFEenH9WSJE/NQbcb7bjdiVsaotCiAz0gpy3tuEEIUDdN6EpxKOAAV6+Dgi2oGtbdWDWEvXKzcShOvgvTi873KBAkAsOapgrZwTQ228f3ku+RMBwSc2DGgUMhwiGCTSfKSnLNbVM92IUOMUYBqAuhriwIWrLYzEAqr1kcoouFTYxQ9XU/xGdWuJ+BZ4NSUg2eBOed+OQkA6GiCw/+MxRveUO2ZDTeUXKqshtLLwZnIJ0gw+ugSihPV/QuF3QMZpSpFdgDCh3dhRjRsxePOblE93U1nIBRuu44vHAIsGGciFIalr+sp1N3rSXH6eeJdFsUIj0GFgbvHTgIuApKFEB/pscuDyn5KcK6QEpqOdMcbqjarnjhJeSpbaeIqKFo2uAKlBAnOI9b8fADCJ04MfGDebChfO+AhgZ0q4G2fcpazTmzJPX4eulAk9Zg/YbeeiVBoBLy952Z3xSg6XU+n14nuGMV5GC88kDRNBK4BUoAP9tjeDnxuOBd1weJvUb2UGo8oYeh6lSmrAdQAoIu/qsQhd8aQhqwkSHC+0bOyQNcJV1cPfGDeTNj9tEpbTYrvWgru3wdIbNPO0nlxDiyKTnkwzkgoLETCvYeCRsImmibQLH2znvqjUyC0Qc2bO7cM1D3278DfhRCLpJRDaM7yPiccUBO5ThWCpiPQ0dB9nNAgpRDSS2DsYsicCCWXQcpZZHckSHCeERYL1uzs0wtFVqxyu35//0JRXonVHUXLPssYXK8YxRkEs206ncmqDsfQ3T4qRnFKwV3I7C62g14xiv44H9lOnQzkevqalPJHwMeFEDeful9Kec+wrmw0Y0ahtaq3CHS+WqroZUe6s5UYTLxKvXe+UsclXEkJLkis+flDE4riFXEPCVU3YkthaLMr4nG2FoVNxxYLMTscQ79Zx816io1BHQqdldlyMH6qc8xA8rg/9r5tJBYy6pBSWQDxLIPmcoj2GBJvJEFGCYxZADNviYlBMaQVn/0/8gQJ3mNY8/Lo2HgaJ4Q7E5wZau5JHKRpEmrw4prmPPsF2Xr8HzyDtjVum85fCbECK66SlCGfr8etozC7M55OZWycCYGcn9hEJwO5nl6IvT8xcss5DwTboamMrLp1sHZTb1EItnUfp1khbbwSgdLL1XtGqXp3ZSZiCQkSxLDm5RGpr0eGQgijb4VxF1mT1YjdOERqapARiZGdHHf/kDiDIrueuO06O4iy0uLlkGfoXgAVo+hbR6H353r61Itxr2MRSlhGlUUhhHiBAWLxUsoPDcuKRpKjG+GxKwGYArBfQPIYZQ1Mv7GHq6hYxRMShWwJEpwWa34eSEm4rg5joIrqrCmw8w9x/fPB2KQ8I+8cdDa2n53YdPZ7OlN0q4YZlUSjJpZY8DoajsYtthsMchDxjHPNQHbYAyO2ivNF5kS49NuQXsLW8pPMu+JjYO2nmjRBggSDQs9WwenI6YQic6Lq6NrWN5U2VFEJgFGYf/YLShl7Vqenu5VVFIqapzkyPp1tP6IhE4tDicOArqdRyECupzc7fxZCGMAklIVxUEoZ6u+89xTONFj2JQA66tcmRCJBgnOAnqX6N0Xq6wc+sLOjQFNZn12h8jI03UTPKTj7BVl01cUgddwZnZ7pPrukE2vMxRQORTH+f3v3HiRXWeZx/Ps73T2TuedCMoZwN0EE5bIGl1pZNkoKUDEqwoIuu4VYsmyt7mqV4LKw5a61lmXp/iGyi6Lswh+ugiAB17UEVwfQFQnXbFCIgRAhiblnkslcMt397B/ndE9n0tPdc+k+fXk+VVPpPuc95zyTd6afed/3nPeN7po6quupArOaxmSWykYq6b3Ay8CtwG3AJknvns1FJV0h6QVJWUkrC7afJGlE0nPR19dncx3nXO2lliwBYLxcolgYJYq9RRLFy7+lrSeNykwaWLE/+gS8+dIZHXpqfzjGccPFb5rR8bkupkzBOMXRdz2V705SdOdVXY1RFPgX4J1mtglA0huBHwI/msV1NwCXAd8osu9lM5vFnMLOuTgFfX2orY30zl2lC/Yug+S8sEXRfuR0H4e3bKGjN5oNOWZtyYDNX3zPjP+iT0RrWGTSE4kiM54lUdj1VMFnf9Zm1vU1Fypp+xzMJYnIK4RPZ8+Ymf3GzF6azTmcc/VJEsklS8p3PQVBuIjR3iPmHMXGxxnfuZtUV6YuEgXMrttnIlFMZIOZdD2duThcM/zdJ8+qQ2dGKmlRPCXpv4F7CfPeFcC63PxPZvb9OY7pZEnPAgeAW8zs8WKFJF0HXAfQ39/PwMDArC46NDQ063O4+Hj91ZcF7e0c2riR35apkzOsj87X1jPUM1F/we7dLM4abd1pfrXhFUZeGa1+wFV0cGuYINY9uY6OTWHCGT6UZeeu3zMwECbTwik8Sv0cf/WErzL60igDL01dphoqSRTzgB3An0TvdwEdhPM/GVA0UUj6CVDs2fybo+lBitkOnGBmeyS9DVgr6QwzOzC5oJndAdwBsHLlSlu1alUF38rUBgYGmO05XHy8/urL62sfZOzFFzmrXJ2M/xSeeIburo58/R361ZP8Dkh1ZfjDd7131re3xu13v97D7x5/nrPPPIel0QN7G9c+ygknHsv5q1YA8ORdt+fL1+PPcSVLoX50Jic2s9UzOGYMGItePy3pZeBUWvXpcOcaVHLJYg499lj5ggtOgsxh2sf25TflZp5N9QRHPlXdoIqOURw111Oto5qeSpZCPRn4JHBSYflqPHAnaTGw18wykk4BVhCOiTjnGkhqyRKyw8Nkhg6R6C4xEV/fCQC0j00MfI9v3QqC1OKFTTHjQT5RZMJskM1kyWZt2nM9xamSrqe1wJ3AD4A5GXaX9EHga8Bi4IeSnjOzi4ELgM9LGo+udb2Z7Z2LazrnaicZ3SKb3rWTRHeJBTH7wuck5o0WJIpt20j2pFDv9OdVqkf5RBHdHptftOiIB+7qu0lRSaIYNbNb5/KiZvYA8ECR7fcD98/ltZxztZdPFDt30X5y+UQxuUWR6qZu7niarSAZtopyXU/j0QSBqfa9MBPwAAASMElEQVTmalF8VdLngIeJxg8AzOyZqkXlnGtoycUVPp3d3g0dC45sUWzdSkdnfTxDMRdyLYps1PWUm0k2OYNlVeNSSaJ4K/DnwLuY6Hqy6L1zzh0lsTBc0z2zd0/5wn3H5xOFpdOM79hB72nD0DUHEwLWgcmD2eNjRbqeYpjobzoqSRRXAKc0zfxOzrmqS/T1QSJBeu++8oX7jqf99Q1A1AJJp0l1jDVdi2JijCLX9dQ4LYpKOsk2EK6b7ZxzFVEQkJg/n8y+ChLF/OOZN7oznJo8Whkv1ZUJFzZqAokWGaOYD7woaR1HjlE0/noUzrmqSS5cQGZfBTct9h1HMjMCYwcY37EDgFRH/UzfMVvB5DGKsWiMoq257nr6XNWjcM41ncT8BZV1PfUsDf89sJ30rnCsItmRadoxivztsW3TmxQwTpU8mf1o4XtJ5wMfBh4tfoRzzoUD2mMbN5Yv2BstTnRgK+mdu1AqSZCy5mlRBEKB8mMU4w04RlHRSuOSzgE+QjiwvRl/1sE5V0Zi4YLKxih6jw3/PbCN9K5dJOd3hA9kN0mLAiCRUP7J7PGo6ynV1gSJQtKphC2HDwO7gXsAmdk7axSbc66BJRcsJDM4iGUyKFHiQzHX9XRwO+mdO0l2p6Ctp6lWnEykgnzX09hwGoDUvIn/k/5TlrM5lsgqU2rY/UXCZyUuNbPzzexrQKY2YTnnGl1i4UIwI7N/f+mCyTYOp/qirqedJLvUVK0JgCAhLGpRDA+OMa87lR+7ALjk+r+JK7SKlEoUlxFO+/0zSd+UdCHQ+DN0OedqIrEgvKs+s7f8nU9j7Ysmup7mNc8dTzkKRDZrZNJZNq/fTVdf2xH7k22zW5e72qZMFGa21syuAk4DfgZ8Clgi6XZJF9UqQOdcY0pGT2enKxinGGtfRHbPNrJDQyTbm+dhu5wgShQbHtvK8OBhFh/fc8T+2aygVwtln/gws0Nm9p9m9j7gOOBZ4LNVj8w519AmpvGoJFEcQ3rHdgBSyUNN2/W0/bf7SbUnuOAjbzpif8MnikJmts/M7jCzC6sVkHOuOSQWLACo6KG7sfaFpPcdBCAZDDZdi0KByGayHNw7ytLlfQ11xxNMM1E451ylklGiSFc0RnEM4yPhx1Fy3njTJYogEZDNGsMHDtPZ23bU/qZqUTjnXKWUShF0d5PZP1i27Fj7ItKj4V/ZzfRUdk4QiGzGE4Vzzh0l6O0he/Bg2XKH2xaRHkmgZBA9ld1kiSIhDo+myWaM9s7UUfs9UTjnWlaip5fMUPlEMda+kPRIQLIzWia759jqB1dDCsThkWKTATYGTxTOuaoJerrJHiifKDLJTtJj7STbRsINvUurHFltBYEYGx4Hik8v7i0K51zLSvT0kqmg6wkgPZoi2ZGF9l5o7yl/QAMJEqVbFJ4onHMtK9HbQ/bAgYrKpkeigeye5mpNQC5RRHM8NdCssTmeKJxzVRNU2qIYGyM7lg1bFMesqH5gNZZ7MhuKzxrrLQrnXMtK9PaQHRrCstnS5QbDW2iT8zKw9OxahFZTSkwkgmSRFoUnCudcywp6eiGbJTs8XLpclChS77sF3vG3tQitpoJgIhF4i8I55wokeroByo5TBNFU5MmzLobk0Q+kNbrgiBZF433sNl7EzrmGEfT0ApQdp0gMhokkuWRJ1WOKwxEtCu96cs65CYne8DbXsi2Kwf2orY2gt7cWYdXcEWMUKU8UzjmXN9GiGCpdbvAAySVL6v4Dc6YKWxSF3VCNwhOFc65q8i2Kg6VbFInB/SQXN9eMsYWCxMRHbWHSyKn3BOmJwjlXNUFPmCgyZabxCPYPNu34BEwkBymc92kyTxTOuZaV6A7vesqUaVEEg82dKHJjFIUti0YSS9SSvizpRUnrJT0gaX7BvpskbZL0kqSL44jPOTc3lEqhzs6SEwNmDx0iGB0luaSJu55yLYopxie8RVHcI8BbzOxMYCNwE4Ck04GrgDOAS4B/k9R4E6M45/ISPT0lpxof3x6tlb20uaYWL5RLFAlPFJUzs4fNLB29fQI4Lnr9fuC7ZjZmZpuBTcDb44jROTc3Er09ZAen7nrKJ4pjm28ywJwg3/VU3wlhKsm4AwCuBe6JXi8jTBw5r0fbjiLpOuA6gP7+fgYGBmYVxNDQ0KzP4eLj9Ve/FqQz2NbX2TRF/XQ8/ji9wFNbtlQ802yj2flaONfV+Ph40Z9TM8u/rsef46olCkk/Ad5QZNfNZvZgVOZmIA18e7rnN7M7gDsAVq5caatWrZp5sISVM9tzuPh4/dWvLXffjY2OcfYU9bPz2efYHQT88Zo1KNGcPc3rDm1m1wubaZ/XzqpV7zhqfzab5dFHHwWoy5/jqiUKM1tdar+ka4BLgQttIp1uBY4vKHZctM0516CCzi7G9+2fcv/49m1k589v2iQBE7fETjUU4WMURUi6BLgRWGNmhdNKPgRcJald0snACuDJOGJ0zs2NoLOz5Oyx6W3bySxcWMOIai//kF2DJoq4xihuA9qBR6L/oCfM7Hoze0HSvcCvCbuk/trMMjHF6JybA+USxfj27WSWFR2KbBr5FsVUmaLOxZIozGx5iX1fAL5Qw3Ccc1VUKlHY4cOM79hB5sy31jiq2so/R9GYz9v5k9nOueoKOjux4eGiq9yNbd4M6TSZY5v3GQpo3ASR0+DhO+fqXdDZCYCNjBy1b2zjRgDGm7zraWKMojG7njxROOeqKugKE0Wx7qfhZ54h6Owk099f67BqqtxdT/XOE4VzrqpyLYrJicIyGQ49+hid550HTXxrLBQmisbMFJ4onHNVpY4O4OhEMbj2Qca3baNvzZo4wqqpwFsUzjk3tWItiuzoKLtuvZV5Z55Jz8UXxRVazRRbg6KReKJwzlXVRKKYGMze/737SO/YQf8Nn2nY7pjpyN311KgJwxOFc66qgs4u4MgWxeB//YD2099M57nnxhVWTeWSYaPmRE8UzrmqmnzXU2ZwkNHn19OzuuR0cE1lYnrxxswUniicc1U10fV0CICR/9sAQOc558QWU63lu9caM094onDOVdfkwezRDWGimPeWt8QWU635XU/OOVeC2tshCPKJ4vCrr5Ls7yfR0xNzZLWTWyu7UQfuPVE456pKEkFHB5ZLFFu20HbCCTFHVVtBgyaIHE8UzrmqK5xB9vCWLbSddGLMEdVW/vbYBs0Xniicc1UXdHaSPTRMdnSUzN69pJYdF3dINZWfwsOfo3DOueLUFbYo0rv3AJA8ZlHMEdVWoyaInLhWuHPOtZCgs5PsyAiZPbsBSCxqsUSR+7dEvli+fDkrVqyoSTzT5YnCOVd1QWcnmX37Se/ZC0DymGNijqi2zHKvps4UV199dU1imQnvenLOVV3Q2RV2PUUtiuTChTFHVFtjI2kA5nWnYo5kZrxF4ZyrutxdT5k94RhFosVaFMeftoDTznsD533wjXGHMiOeKJxzVRd0dOQHs4PuboL29rhDqqlkW4ILrzk97jBmzLuenHNVl29R7N1DssUGspuBJwrnXNUFXZ0wPs749t+3XLdTM/BE4ZyrutzEgIdfe63lBrKbgScK51zV5RJFZvduEi32sF0z8EThnKu6XKIASC7yrqdG44nCOVd1KkwU3qJoOJ4onHNVV9iiSPgYRcPxROGcq7qgsyv/utWm72gGniicc1V35BiFdz01Gk8UzrmqaztuWf51wgezG04siULSlyW9KGm9pAckzY+2nyRpRNJz0dfX44jPOTe31NaWfx10dZYo6epRXHM9PQLcZGZpSV8CbgI+G+172czOjiku51yVLP3CFxhZvx416nqgLSyWRGFmDxe8fQK4PI44nHO1M/9DlzH/Q5fFHYabgXqYPfZa4J6C9ydLehY4ANxiZo8XO0jSdcB1AP39/QwMDMwqiKGhoVmfw8XH66+xef3VN9nE0ktze2LpJ8Abiuy62cwejMrcDKwELjMzk9QOdJvZHklvA9YCZ5jZgVLXWrlypT311FOzindgYIBVq1bN6hwuPl5/jc3rLx6SnjazleXKVa1FYWarS+2XdA1wKXChRdnKzMaAsej105JeBk4FZpcFnHPOzVhcdz1dAtwIrDGz4YLtiyUlotenACuAV+KI0TnnXCiuMYrbgHbgkegOiCfM7HrgAuDzksaBLHC9me2NKUbnnHPEd9fT8im23w/cX+NwnHPOleBPZjvnnCvJE4VzzrmSqnZ7bC1J2gVsKbKrDxiscPsxwO45Dm0mpoq5lueaznGVlC1XZjr1NNX2Zqy/2ZyvlnU43X1ef3N73Gzq70QzW1z2CmbWtF/AHZVuB56KO95SMdfyXNM5rpKy5cpMp55aqf4apQ6nu8/rr77qr5KvZu96+sE0t9eDuYxtpueaznGVlC1XZrr11Cr1N5vz1bIOp7vP629uj5uL38GSmqLraS5IesoqeELR1Sevv8bm9Vffmr1FMR13xB2AmxWvv8bm9VfHvEXhnHOuJG9ROOecK8kThXPOuZI8UTjnnCvJE0URkrok3S3pm5L+LO543PRJOkXSnZLuizsWN32SPhD9/t0j6aK442l1LZMoJP27pJ2SNkzafomklyRtkvR30ebLgPvM7OPAmpoH64qaTh2a2Stm9rF4InXFTLP+1ka/f9cDV8YRr5vQMokCuAu4pHBDtPbFvwLvBk4HPizpdOA44LWoWKaGMbrS7qLyOnT15y6mX3+3RPtdjFomUZjZY8DktS3eDmyK/vo8DHwXeD/wOmGygBb6P6p306xDV2emU38KfQn4kZk9U+tY3ZFa/UNwGRMtBwgTxDLg+8CHJN1OfU834KaoQ0mLJH0dOEfSTfGE5iow1e/gJ4HVwOWSro8jMDchrhXu6pqZHQI+GnccbubMbA9h/7ZrQGZ2K3Br3HG4UKu3KLYCxxe8Py7a5hqH12Fj8/prAK2eKNYBKySdLKkNuAp4KOaY3PR4HTY2r78G0DKJQtJ3gF8Cb5L0uqSPmVka+ATwY+A3wL1m9kKccbqpeR02Nq+/xuWTAjrnnCupZVoUzjnnZsYThXPOuZI8UTjnnCvJE4VzzrmSPFE455wryROFc865kjxRuKYiKSPpuYKvk+KOaS5JOkfSndHrayTdNmn/gKSVJY7/rqQV1Y7TNRef68k1mxEzO3uqnZKS0UNejervgX+exfG3AzcCH5+bcFwr8BaFa3rRX94PSfop8D/RthskrZO0XtI/FZS9WdJGST+X9B1Jn4m25/9Sl3SMpFej1wlJXy44119G21dFx9wn6UVJ35akaN+5kv5X0vOSnpTUI+kxSWcXxPFzSWdN+j56gDPN7PkKvuc1Ba2qlyRtjnY9DqyW5H8kuor5D4trNh2SnotebzazD0av/4DwQ3ZvtLTmCsK1EAQ8JOkC4BDhXENnE/5uPAM8XeZ6HwMGzexcSe3ALyQ9HO07BzgD2Ab8AniHpCeBe4ArzWydpF5gBLgTuAb4lKRTgXlFEsJKYMOkbVdKOr/g/XIAM3uIaM4kSfcCj0bbs5I2AWdV8L05B3iicM1nqq6nR8wst2jORdHXs9H7bsLE0QM8YGbDAJIqmZzuIuBMSZdH7/uicx0GnjSz16NzPQecBAwC281sHYCZHYj2fw/4B0k3ANcSrgY32VJg16Rt95jZJ3JvJA0U7pR0I+H/SeEqcTuBY/FE4SrkicK1ikMFrwV80cy+UVhA0qdKHJ9moqt23qRzfdLMfjzpXKuAsYJNGUr8vpnZsKRHCFfn+1PgbUWKjUy6dkmSVgNXABdM2jUvOpdzFfExCteKfgxcK6kbQNIySUuAx4APSOqIxgPeV3DMq0x8eF8+6Vx/JSkVnetUSV0lrv0SsFTSuVH5noLxgm8RLtazzsz2FTn2N0RdS+VIOpFwrekrzGxyUjiVo7uwnJuStyhcyzGzhyW9GfhlNL48BFxtZs9Iugd4nrB7Zl3BYV8B7pV0HfDDgu3fIuxSeiYarN4FfKDEtQ9LuhL4mqQOwr/sVwNDZva0pAPAf0xx7IuS+iT1mNnBMt/mNcAiYG30PW4zs/dI6ifsivp9meOdy/Npxp2bgqR/JPwA/0qNrncsMACcZmbZKcp8GjhoZt+a4TU+DRwwsztnHKhrOd715FwdkPQXwK+Am6dKEpHbOXLsY7r2A3fP4njXgrxF4ZxzriRvUTjnnCvJE4VzzrmSPFE455wryROFc865kjxROOecK8kThXPOuZL+Hw/SYPOEi41gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f17f19040d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f17f1732290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    input_ = i # 0-3\n",
    "    weights_ = np.hstack(weights[input_])\n",
    "    weights_ = np.reshape(weights_,[16,8])\n",
    "\n",
    "    for i in range(0,8):\n",
    "        w,freq_res=signal.freqz(weights_[:,i])\n",
    "        plt.plot(w/np.pi*500,10*np.log10(abs(freq_res)/max(abs(freq_res))))\n",
    "    plt.grid()\n",
    "    plt.xlabel('Frequency (Hz)')\n",
    "    plt.ylabel('Amplitude (dB)')\n",
    "    plt.xscale('log')\n",
    "    plt.title('Filters of input branch ' + np.str(input_))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "range(4)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
